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<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-987X</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-id pub-id-type="publisher-id">1356379</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2024.1356379</article-id>
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<subj-group subj-group-type="heading">
<subject>Astronomy and Space Sciences</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
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<title-group>
<article-title>
<italic>Kepler</italic> main-sequence solar-like stars: surface rotation and magnetic-activity evolution</article-title>
<alt-title alt-title-type="left-running-head">Santos et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fspas.2024.1356379">10.3389/fspas.2024.1356379</ext-link>
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<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Santos</surname>
<given-names>&#xc2;ngela R. G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">
<sup>&#x2a;</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Godoy-Rivera</surname>
<given-names>Diego</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2605859/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Finley</surname>
<given-names>Adam J.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2634336/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mathur</surname>
<given-names>Savita</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/540107/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Garc&#xed;a</surname>
<given-names>Rafael A.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/540104/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Breton</surname>
<given-names>Sylvain N.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2666693/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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<contrib contrib-type="author">
<name>
<surname>Broomhall</surname>
<given-names>Anne-Marie</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/687174/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Instituto de Astrof&#xed;sica e Ci&#xea;ncias do Espa&#xe7;o</institution>, <institution>Universidade do Porto</institution>, <institution>CAUP</institution>, <addr-line>Porto</addr-line>, <country>Portugal</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Instituto de Astrof&#xed;sica de Canarias (IAC)</institution>, <addr-line>Tenerife</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Universidad de La Laguna (ULL)</institution>, <institution>Departamento de Astrof&#xed;sica</institution>, <addr-line>Tenerife</addr-line>, <country>Spain</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Universit&#xe9; Paris-Saclay</institution>, <institution>Universit&#xe9; Paris Cit&#xe9;</institution>, <institution>CEA</institution>, <institution>CNRS</institution>, <institution>AIM</institution>, <addr-line>Gif-sur-Yvette</addr-line>, <country>France</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>INAF&#x2013;Osservatorio Astrofisico di Catania</institution>, <addr-line>Catania</addr-line>, <country>Italy</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Physics</institution>, <institution>University of Warwick</institution>, <addr-line>Coventry</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/321375/overview">Christoffer Karoff</ext-link>, Aarhus University, Denmark</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/770308/overview">Javier Pascual Granado</ext-link>, Spanish National Research Council (CSIC), Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2619111/overview">Martin Nielsen</ext-link>, University of Birmingham, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: &#xc2;ngela R. G. Santos, <email>Angela.Santos@astro.up.pt</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1356379</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Santos, Godoy-Rivera, Finley, Mathur, Garc&#xed;a, Breton and Broomhall.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Santos, Godoy-Rivera, Finley, Mathur, Garc&#xed;a, Breton and Broomhall</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>While the mission&#x2019;s primary goal was focused on exoplanet detection and characterization, <italic>Kepler</italic> made and continues to make extraordinary advances in stellar physics. Stellar rotation and magnetic activity are no exceptions. <italic>Kepler</italic> allowed for these properties to be determined for tens of thousands of stars from the main sequence up to the red giant branch. From photometry, this can be achieved by investigating the brightness fluctuations due to active regions, which cause surface inhomogeneities, or through asteroseismology as oscillation modes are sensitive to rotation and magnetic fields. This review summarizes the rotation and magnetic activity properties of the single main-sequence solar-like stars within the <italic>Kepler</italic> field. We contextualize the <italic>Kepler</italic> sample by comparing it to known transitions in the stellar rotation and magnetic-activity evolution, such as the convergence to the rotation sequence (from the saturated to the unsaturated regime of magnetic activity) and the Vaughan-Preston gap. While reviewing the publicly available data, we also uncover one interesting finding related to the intermediate-rotation gap seen in <italic>Kepler</italic> and other surveys. We find evidence for this rotation gap in previous ground-based data for the X-ray luminosity. Understanding the complex evolution and interplay between rotation and magnetic activity in solar-like stars is crucial, as it sheds light on fundamental processes governing stellar evolution, including the evolution of our own Sun.</p>
</abstract>
<kwd-group>
<kwd>stars: activity</kwd>
<kwd>stars: evolution</kwd>
<kwd>stars: late-type</kwd>
<kwd>stars: low-mass</kwd>
<kwd>stars: magnetic field</kwd>
<kwd>stars: rotation</kwd>
<kwd>stars: solar-type</kwd>
<kwd>starspots</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Stellar and Solar Physics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Low-mass stars with convective outer layers, also known as solar-like stars, can sustain internal dynamos and have the potential to harbor magnetic activity. Magnetic fields and magnetic cycles are generated by an interaction between differential rotation and convection (see <xref ref-type="bibr" rid="B39">Brun and Browning, 2017</xref>, for a recent review). As the strong magnetic fields emerge at the stellar photosphere, they form active regions, where dark spots appear, usually in pairs or groups of opposite polarity (e.g., <xref ref-type="bibr" rid="B93">Hale et al., 1919</xref>; <xref ref-type="bibr" rid="B195">Solanki, 2003</xref>; <xref ref-type="bibr" rid="B95">Hathaway, 2015</xref>). Such active regions can be associated with eruptive events like flares and coronal mass ejections (e.g., <xref ref-type="bibr" rid="B227">Zirin, 1970</xref>; <xref ref-type="bibr" rid="B195">Solanki, 2003</xref>). As active regions decay their magnetic fields disperse and concentrate at the edges of the convective cells, forming the bright faculae (e.g., <xref ref-type="bibr" rid="B207">van Driel-Gesztelyi and Green, 2015</xref>). In the chromosphere, these regions of intermediate magnetic-field strength appear as bright plage. All these phenomena are part of the star&#x2019;s magnetic activity, which varies at different timescales. In particular, the Sun undergoes an 11-year cycle of magnetic activity. Analogously, other stars are known to exhibit magnetic activity cycles (e.g., <xref ref-type="bibr" rid="B12">Baliunas et al., 1995</xref>; <xref ref-type="bibr" rid="B150">Ol&#xe1;h et al., 2009</xref>; <xref ref-type="bibr" rid="B79">Garc&#xed;a et al., 2010</xref>; <xref ref-type="bibr" rid="B28">Boro Saikia et al., 2018</xref>; <xref ref-type="bibr" rid="B108">Karoff et al., 2018</xref>), with cycle periods ranging from a few years to over 20 years. As the dynamo mechanism is powered by the interplay of convection and rotation (e.g., <xref ref-type="bibr" rid="B39">Brun and Browning, 2017</xref>), the cycle and rotation periods are found to be related, with slow-rotating stars having longer cycles than fast-rotating stars. Stars are often seen to group along two branches: active and inactive (e.g., <xref ref-type="bibr" rid="B31">Brandenburg et al., 1998</xref>; <xref ref-type="bibr" rid="B26">B&#xf6;hm-Vitense, 2007</xref>). However, there is still debate whether these are properly determined or even exist (e.g., <xref ref-type="bibr" rid="B28">Boro Saikia et al., 2018</xref>; <xref ref-type="bibr" rid="B27">Bonanno and Corsaro, 2022</xref>).</p>
<p>The level of magnetic activity is also intrinsically linked to rotation (e.g., <xref ref-type="bibr" rid="B115">Kraft, 1967</xref>; <xref ref-type="bibr" rid="B154">Pallavicini et al., 1981</xref>; <xref ref-type="bibr" rid="B215">Walter and Bowyer, 1981</xref>; <xref ref-type="bibr" rid="B149">Noyes et al., 1984</xref>; <xref ref-type="bibr" rid="B194">Soderblom et al., 1993</xref>; <xref ref-type="bibr" rid="B157">Pizzolato et al., 2003</xref>). At the beginning of their main-sequence lifetime, stars are relatively fast rotators and exhibit high activity levels (e.g., <xref ref-type="bibr" rid="B192">Skumanich, 1972</xref>; <xref ref-type="bibr" rid="B17">Barnes, 2003b</xref>; <xref ref-type="bibr" rid="B69">Fritzewski et al., 2021a</xref>; <xref ref-type="bibr" rid="B38">Brown et al., 2021</xref>). Stars gradually lose angular momentum due to their magnetized winds (e.g., <xref ref-type="bibr" rid="B115">Kraft, 1967</xref>; <xref ref-type="bibr" rid="B216">Weber and Davis, 1967</xref>; <xref ref-type="bibr" rid="B192">Skumanich, 1972</xref>; <xref ref-type="bibr" rid="B111">Kawaler, 1988</xref>; <xref ref-type="bibr" rid="B156">Pinsonneault et al., 1989</xref>; <xref ref-type="bibr" rid="B74">Gallet and Bouvier, 2013</xref>; <xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>), in a process known as magnetic braking. The rate at which the stars spin down depends on their rotation, with faster rotators losing angular momentum faster than slower rotators. Eventually, stars will converge into the so-called slow-rotation sequence (see for example, Figure 3 in <xref ref-type="bibr" rid="B74">Gallet and Bouvier, 2013</xref>), and from that point onwards the rotation rate decays proportionally to the square root of the age, known as the Skumanich spin-down law (<xref ref-type="bibr" rid="B192">Skumanich, 1972</xref>). The spin-down process is also mass-dependent, with lower-mass stars taking longer to converge into the rotation sequence than higher-mass stars, but once reached, lower-mass stars spin down faster than higher-mass stars (e.g., <xref ref-type="bibr" rid="B17">Barnes, 2003b</xref>; <xref ref-type="bibr" rid="B18">Barnes, 2007</xref>; <xref ref-type="bibr" rid="B210">van Saders and Pinsonneault, 2013</xref>; <xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>). The magnetic activity also decays with time: as stars evolve and spin down, they gradually become less active (<xref ref-type="bibr" rid="B217">Wilson, 1963</xref>; <xref ref-type="bibr" rid="B192">Skumanich, 1972</xref>; <xref ref-type="bibr" rid="B193">Soderblom et al., 1991</xref>). Therefore, generally, fast-rotating stars have stronger magnetic activity than slow-rotating stars. This activity-rotation relationship can be represented as a function of the Rossby number, Ro (<xref ref-type="bibr" rid="B149">Noyes et al., 1984</xref>). Ro can be defined as the ratio between the star&#x2019;s rotation period and its convective turnover timescale. The latter corresponds to the typical timescale for convective motions in the stars&#x2019; envelopes and remains mostly constant during the main-sequence lifetime, increasing as the effective temperature decreases (e.g., <xref ref-type="bibr" rid="B118">Lehtinen et al., 2021</xref>). Metallicity, however, can complicate this picture. Due to a larger opacity, metal-rich stars have deeper convection zones than their metal-poor counterparts (e.g., <xref ref-type="bibr" rid="B209">van Saders and Pinsonneault, 2012</xref>). A deeper convection zone leads to a more vigorous dynamo, consequently to higher magnetic activity. Observational evidence for this effect has been found in both large samples (<xref ref-type="bibr" rid="B185">See et al., 2021</xref>; <xref ref-type="bibr" rid="B184">See et al., 2023</xref>) and in the particular case of the seismic solar-analog HD 173701 (KIC 8006161). This <inline-formula id="inf1">
<mml:math id="m1">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>1</mml:mn>
<mml:msub>
<mml:mrow>
<mml:mtext>M</mml:mtext>
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<mml:mrow>
<mml:mo>&#x2299;</mml:mo>
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</inline-formula> star exhibits a magnetic cycle with more than twice the amplitude of the solar cycle (<xref ref-type="bibr" rid="B108">Karoff et al., 2018</xref>). Strong magnetic activity, in turn, would lead to a more efficient loss of the angular momentum. Thus, metal-rich stars are expected to spin down faster than metal-poor stars (<xref ref-type="bibr" rid="B3">Amard and Matt, 2020</xref>) and, so far, this theoretical expectation has been supported by observations (e.g., <xref ref-type="bibr" rid="B4">Amard et al., 2020</xref>; <xref ref-type="bibr" rid="B177">Santos et al., 2023</xref>).</p>
<p>The Skumanich spin-down law led to the development of gyrochronology (e.g., <xref ref-type="bibr" rid="B17">Barnes, 2003b</xref>; <xref ref-type="bibr" rid="B18">Barnes, 2007</xref>; <xref ref-type="bibr" rid="B126">Mamajek and Hillenbrand, 2008</xref>; <xref ref-type="bibr" rid="B75">Garc&#xed;a et al., 2014a</xref>; <xref ref-type="bibr" rid="B6">Angus et al., 2015</xref>; <xref ref-type="bibr" rid="B123">Lu et al., 2023</xref>), enabling estimation of stellar ages from surface rotation. Analogously, magnetochronology and magnetogyrochronology relations have also been established (e.g., <xref ref-type="bibr" rid="B126">Mamajek and Hillenbrand, 2008</xref>; <xref ref-type="bibr" rid="B153">Pace, 2013</xref>; <xref ref-type="bibr" rid="B121">Lorenzo-Oliveira et al., 2018</xref>; <xref ref-type="bibr" rid="B128">Mathur et al., 2023</xref>; <xref ref-type="bibr" rid="B158">Ponte et al., 2023</xref>). As rotation and magnetic activity measurements are available for large numbers of stars, these techniques are powerful tools for estimating stellar ages. However, the evolution of stellar rotation and magnetic activity is not yet fully understood, as we will discuss below.</p>
<p>The stars&#x2019; magnetic fields can be measured through Zeeman Broadening of spectral lines and Zeeman Doppler Imaging (ZDI; e.g., <xref ref-type="bibr" rid="B186">Semel, 1989</xref>; <xref ref-type="bibr" rid="B57">Donati and Brown, 1997</xref>; <xref ref-type="bibr" rid="B162">Reiners et al., 2022</xref>; <xref ref-type="bibr" rid="B214">Vidotto et al., 2014</xref>; <xref ref-type="bibr" rid="B182">See et al., 2019a</xref>; <xref ref-type="bibr" rid="B36">Brown et al., 2022</xref>, see also <xref ref-type="bibr" rid="B114">Kochukhov, 2021</xref> for a recent review). These techniques shed light on the evolution of stellar magnetic fields and allow the large-scale magnetic field topology to be recovered. The ZDI technique has been used to follow entire stellar magnetic cycles which, in the case of 61 Cyg A, share many similarities to that of the solar cycle (<xref ref-type="bibr" rid="B170">Saikia et al., 2018</xref>). However, due to the challenges of directly measuring magnetic fields, indirect measures are often used. These are magnetic activity proxies and link to phenomena associated with the presence of strong magnetic fields, which can be constrained by spectroscopic and photometric observations.</p>
<p>In spectroscopy, magnetic activity is often constrained through the analysis of particular spectral lines. Examples of such lines are the Ca <sc>ii</sc> H &#x26; K lines in the near ultra-violet (NUV) and the Ca <sc>ii</sc> infrared triplet (IRT). In the presence of active regions, these absorption lines show emission at their cores due to chromospheric heating. By measuring such emission and removing the basal and photospheric contributions, these lines provide proxies for magnetic activity in the chromosphere (e.g., <xref ref-type="bibr" rid="B119">Leighton, 1959</xref>; <xref ref-type="bibr" rid="B218">Wilson, 1968</xref>; <xref ref-type="bibr" rid="B219">Wilson, 1978</xref>; <xref ref-type="bibr" rid="B12">Baliunas et al., 1995</xref>; <xref ref-type="bibr" rid="B107">Karoff et al., 2016</xref>; <xref ref-type="bibr" rid="B69">Fritzewski et al., 2021a</xref>; <xref ref-type="bibr" rid="B88">Gomes da Silva et al., 2021</xref>). Since active regions go in and out of view as the star rotates, these activity proxies can show short-term quasi-periodic variations, allowing to constrain rotation periods (e.g., <xref ref-type="bibr" rid="B201">Su&#xe1;rez Mascare&#xf1;o et al., 2017</xref>; <xref ref-type="bibr" rid="B122">Lorenzo-Oliveira et al., 2019</xref>). Another activity proxy that can be derived from spectra is the spot filling factor (e.g., <xref ref-type="bibr" rid="B91">Gully-Santiago et al., 2017</xref>; <xref ref-type="bibr" rid="B41">Cao and Pinsonneault, 2022</xref>; <xref ref-type="bibr" rid="B90">Gosnell et al., 2022</xref>), which follows upon the fact that magnetic spots in solar-like stars are cool features in comparison to their surroundings.</p>
<p>In white-light photometry, active regions lead to variations in the stellar brightness, known as rotation modulation. Once again, as active regions co-rotate, in this case with the stellar surface, the periodicity of these brightness variations is related to the surface rotation period at the latitudes where the active regions are formed (e.g., <xref ref-type="bibr" rid="B73">Gaidos et al., 2000</xref>; <xref ref-type="bibr" rid="B165">Reinhold et al., 2013</xref>; <xref ref-type="bibr" rid="B75">Garc&#xed;a et al., 2014a</xref>; <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B117">Lanzafame et al., 2018</xref>; <xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>; <xref ref-type="bibr" rid="B46">Claytor et al., 2023</xref>; <xref ref-type="bibr" rid="B56">Distefano et al., 2023</xref>). The amplitude of the brightness variations relates to the surface coverage by active regions (e.g., <xref ref-type="bibr" rid="B20">Basri et al., 2010</xref>; <xref ref-type="bibr" rid="B79">Garc&#xed;a et al., 2010</xref>; <xref ref-type="bibr" rid="B131">Mathur et al., 2014b</xref>; <xref ref-type="bibr" rid="B172">Salabert et al., 2017</xref>) and is found to be well correlated with chromospheric activity proxies (<xref ref-type="bibr" rid="B171">Salabert et al., 2016</xref>; <xref ref-type="bibr" rid="B158">Ponte et al., 2023</xref>). One of the advantages associated with the advent of photometric space missions is that they allow the retrieval of magnetic activity proxies and rotation for stellar samples orders of magnitude larger than those from ground-based surveys.</p>
<p>Stellar flares can also be detected and characterized from white-light photometry (e.g., <xref ref-type="bibr" rid="B51">Davenport, 2016</xref>; <xref ref-type="bibr" rid="B99">Ilin et al., 2019</xref>; <xref ref-type="bibr" rid="B100">Ilin et al., 2021</xref>; <xref ref-type="bibr" rid="B225">Yang and Liu, 2019</xref>; <xref ref-type="bibr" rid="B92">G&#xfc;nther et al., 2020</xref>), providing a proxy for magnetic activity. Another widely used magnetic activity proxy is X-ray emission from hot plasma confined in coronal loops (e.g., <xref ref-type="bibr" rid="B179">Schmitt et al., 1995</xref>; <xref ref-type="bibr" rid="B157">Pizzolato et al., 2003</xref>; <xref ref-type="bibr" rid="B155">Pillitteri et al., 2006</xref>; <xref ref-type="bibr" rid="B224">Wright et al., 2018</xref>), which is correlated with the stellar wind mass-loss rates (<xref ref-type="bibr" rid="B220">Wood et al., 2021</xref>). Other activity indicators used in the literature are the H<italic>&#x3b1;</italic> emission and NUV excess (e.g., <xref ref-type="bibr" rid="B62">Findeisen et al., 2011</xref>; <xref ref-type="bibr" rid="B144">Newton et al., 2017</xref>; <xref ref-type="bibr" rid="B87">Godoy-Rivera et al., 2021b</xref>; <xref ref-type="bibr" rid="B226">Zhong et al., 2023</xref>).</p>
<p>Asteroseismology can also be effective in measuring rotation and magnetic activity in solar-like stars, thanks to the acoustic modes (p modes) being sensitive to both properties. In this case, solar-like acoustic oscillations give information mostly from subphotosphere layers (e.g., <xref ref-type="bibr" rid="B21">Basu et al., 2012</xref>; <xref ref-type="bibr" rid="B25">Benomar et al., 2015</xref>). Rotation can be measured from the splitting of the modes&#x2019; azimuthal orders if the stellar inclination angle is not too small (<xref ref-type="bibr" rid="B85">Gizon and Solanki, 2003</xref>; <xref ref-type="bibr" rid="B13">Ballot et al., 2006</xref>, inclination of 90&#xb0; and 0&#xb0; correspond, respectively, to observing the star equator-on and pole-on). In addition to an average rotation (e.g., <xref ref-type="bibr" rid="B84">Gizon et al., 2013</xref>; <xref ref-type="bibr" rid="B55">Davies et al., 2015</xref>; <xref ref-type="bibr" rid="B94">Hall et al., 2021</xref>), asteroseismology also allows us to obtain information about surface latitudinal differential rotation (<xref ref-type="bibr" rid="B24">Benomar et al., 2018</xref>; <xref ref-type="bibr" rid="B23">Bazot et al., 2019</xref>). Unfortunately, main-sequence solar-like stars pose a significant challenge in the determination of their radial differential rotation due to uncertainties in observations and stellar models (<xref ref-type="bibr" rid="B25">Benomar et al., 2015</xref>; <xref ref-type="bibr" rid="B181">Schunker et al., 2016b</xref>; <xref ref-type="bibr" rid="B180">Schunker et al., 2016a</xref>; <xref ref-type="bibr" rid="B146">Nielsen et al., 2017</xref>). Moreover, the number of visible modes is limited, as well as their sensitivity to greater depths in the stellar interiors. Magnetic activity affects different properties of the acoustic modes (e.g., <xref ref-type="bibr" rid="B221">Woodard and Noyes, 1985</xref>; <xref ref-type="bibr" rid="B61">Elsworth et al., 1990</xref>; <xref ref-type="bibr" rid="B105">Jim&#xe9;nez-Reyes et al., 1998</xref>; <xref ref-type="bibr" rid="B101">Jain et al., 2009</xref>; <xref ref-type="bibr" rid="B79">Garc&#xed;a et al., 2010</xref>; <xref ref-type="bibr" rid="B205">Tripathy et al., 2011</xref>; <xref ref-type="bibr" rid="B35">Broomhall et al., 2014</xref>; <xref ref-type="bibr" rid="B112">Kiefer et al., 2017</xref>; <xref ref-type="bibr" rid="B175">Santos et al., 2018</xref>). Particularly, the mode frequencies are observed to increase with the magnetic activity level, while mode amplitudes decrease. For low-degree modes, those that are possible to observe for stars other than the Sun, modes of different angular degrees are affected differently by stellar activity (e.g., <xref ref-type="bibr" rid="B105">Jim&#xe9;nez-Reyes et al., 1998</xref>; <xref ref-type="bibr" rid="B45">Chaplin et al., 2004</xref>; <xref ref-type="bibr" rid="B34">Broomhall et al., 2012</xref>; <xref ref-type="bibr" rid="B173">Salabert et al., 2015</xref>), depending on the latitudes where active regions emerge (active latitudes). This fact reveals another capability of asteroseismology, in this case, to constrain active latitudes in stars by investigating the magnetic signatures in modes of different angular degrees, as it was done for the well-characterized solar-analog HD 173701 by <xref ref-type="bibr" rid="B202">Thomas et al. (2019)</xref>. However, the suppression of mode amplitudes by magnetic activity prevents the detection of acoustic modes in stars with strong magnetic activity (<xref ref-type="bibr" rid="B43">Chaplin et al., 2011</xref>; <xref ref-type="bibr" rid="B130">Mathur et al., 2019</xref>; <xref ref-type="bibr" rid="B82">Gehan et al., 2022</xref>; <xref ref-type="bibr" rid="B83">Gehan et al., 2024</xref>). Therefore, seismic samples are biased towards weakly active slow rotators.</p>
<p>The <italic>Kepler</italic> mission (<xref ref-type="bibr" rid="B29">Borucki et al., 2010</xref>), launched by NASA (National Aeronautics and Space Administration), provided one of the most significant contributions to the expansion of stars with known surface rotation and measured activity levels (e.g., <xref ref-type="bibr" rid="B134">McQuillan et al., 2013</xref>; <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B145">Nielsen et al., 2013</xref>; <xref ref-type="bibr" rid="B165">Reinhold et al., 2013</xref>; <xref ref-type="bibr" rid="B166">Reinhold et al., 2023</xref>; <xref ref-type="bibr" rid="B75">Garc&#xed;a et al., 2014a</xref>; <xref ref-type="bibr" rid="B42">Ceillier et al., 2017</xref>; <xref ref-type="bibr" rid="B176">Santos et al., 2019</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>). Comparatively, <italic>Gaia</italic>, launched by ESA (European Space Agency), has yielded a much larger number of rotation measurements (<xref ref-type="bibr" rid="B117">Lanzafame et al., 2018</xref>; <xref ref-type="bibr" rid="B56">Distefano et al., 2023</xref>). Nevertheless, <italic>Kepler</italic> and <italic>Gaia</italic> yields are complementary (e.g., <xref ref-type="bibr" rid="B116">Lanzafame et al., 2019</xref>), with <italic>Kepler</italic> probing typically slower rotators than <italic>Gaia</italic>, including stars similar to our Sun (for reference, at 5,000 K, the 5th and 95th percentiles of <italic>Kepler</italic> <italic>P</italic>
<sub>rot</sub> distribution are 8.2 and 38.8 days, while the analogous limits for <italic>Gaia</italic> are 0.4 and 12.6 days). <italic>Kepler</italic> revealed two potential deviations to the Skumanich spin-down law, whose origins are still under debate.</p>
<p>Most of the <italic>Kepler</italic> main-sequence sample has already converged to the slow-rotation sequence, where the Skumanich spin-down law is generally assumed to be valid. However, <italic>Kepler</italic> data suggests the existence of a transition within this regime, with the surface rotation distribution being bimodal (e.g., <xref ref-type="bibr" rid="B134">McQuillan et al., 2013</xref>; <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B53">Davenport and Covey, 2018</xref>; <xref ref-type="bibr" rid="B176">Santos et al., 2019</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>), which is particularly evident at low temperatures, resulting on an intermediate-rotation gap (<inline-formula id="inf2">
<mml:math id="m2">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>15</mml:mn>
</mml:math>
</inline-formula> days at 4500 K). Spin-down stalling, likely associated with this gap, is evident in stellar clusters with ages around 1 Gyr (<xref ref-type="bibr" rid="B49">Curtis et al., 2019</xref>). Recently the intermediate-rotation gap was found in K2 (<xref ref-type="bibr" rid="B98">Howell et al., 2014</xref>) and ground-based data for partially convective stars (<xref ref-type="bibr" rid="B164">Reinhold and Hekker, 2020</xref>; <xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>), but is absent in fully convective stars (<xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>). Different hypotheses to explain the gap were proposed, with the core-envelope coupling theory gaining traction (e.g., <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B7">Angus et al., 2020</xref>; <xref ref-type="bibr" rid="B197">Spada and Lanzafame, 2020</xref>; <xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>). In this scenario, the angular momentum transfer between the stars&#x2019; fast core and slow envelope would momentarily stall the spin-down. Once the coupling is completed, the Skumanich-like spin-down would resume.</p>
<p>The second transition <italic>Kepler</italic> unveiled concerns relatively old main-sequence stars, around the age of the Sun and older. Given their asteroseismic ages, some of these stars spin faster than expected if their spin-down was consistent with the Skumanich law (<xref ref-type="bibr" rid="B6">Angus et al., 2015</xref>; <xref ref-type="bibr" rid="B208">van Saders et al., 2016</xref>; <xref ref-type="bibr" rid="B94">Hall et al., 2021</xref>). This observation led to the formulation of the weakened magnetic braking (WMB), which would take place around the middle of the main-sequence lifetime, at a given critical Ro (e.g., <xref ref-type="bibr" rid="B137">Metcalfe et al., 2016</xref>; <xref ref-type="bibr" rid="B208">van Saders et al., 2016</xref>; <xref ref-type="bibr" rid="B140">Metcalfe and van Saders, 2017</xref>; <xref ref-type="bibr" rid="B178">Saunders et al., 2023</xref>). Despite the observational support for WMB, its physical cause(s) remains unclear. As the efficiency of angular momentum transport is primarily governed by the stellar magnetic field (<xref ref-type="bibr" rid="B167">R&#xe9;ville et al., 2015</xref>), one possible explanation is that the stellar dynamo becomes less efficient, leading to a weaker or more complex magnetic field configuration (explored in numerical experiments, e.g., <xref ref-type="bibr" rid="B40">Brun et al., 2022</xref>). This hypothesis has been investigated using spectropolarimetric observations of solar-like stars, which recover the large-scale magnetic field strength and topology (<xref ref-type="bibr" rid="B183">See et al., 2019b</xref>; <xref ref-type="bibr" rid="B141">Metcalfe et al., 2021</xref>; <xref ref-type="bibr" rid="B138">Metcalfe et al., 2022</xref>). Other explanations range from the influence of latitudinal differential rotation (<xref ref-type="bibr" rid="B203">Tokuno et al., 2023</xref>), to decreases in the stellar wind mass-loss rates due to closed magnetic fields (<xref ref-type="bibr" rid="B80">Garraffo et al., 2016</xref>) or less efficient wind heating/acceleration (<xref ref-type="bibr" rid="B189">Shoda et al., 2020</xref>). As the Sun lies around this transition, attempts have been made to measure the present-day solar wind braking torque (<xref ref-type="bibr" rid="B65">Finley et al., 2019b</xref>). Both observations and numerical models show the braking torque to be a factor of two to three times smaller than required by the Skumanich relation (<xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>; <xref ref-type="bibr" rid="B67">Finley et al., 2018</xref>), lending support to the weakened braking hypothesis.</p>
<p>Looking to the magnetic-activity evolution, another transition may exist, the so-called Vaughan-Preston (VP) gap (e.g., <xref ref-type="bibr" rid="B212">Vaughan, 1980</xref>; <xref ref-type="bibr" rid="B213">Vaughan and Preston, 1980</xref>; <xref ref-type="bibr" rid="B97">Henry et al., 1996</xref>; <xref ref-type="bibr" rid="B88">Gomes da Silva et al., 2021</xref>). The VP gap is characterized by a lack of stars with intermediate Ca <sc>ii</sc> H &#x26; K emission. However, there is extensive debate in the community surrounding its existence. In particular, when exploring larger and more complete samples, the VP gap attenuates and in some cases almost disappears (e.g., <xref ref-type="bibr" rid="B28">Boro Saikia et al., 2018</xref>; <xref ref-type="bibr" rid="B36">Brown et al., 2022</xref>). Although <xref ref-type="bibr" rid="B36">Brown et al. (2022)</xref> did not find a clear gap, the authors also found evidence supporting a phase of rapid evolution, consistent with the parameter space of the VP gap. Therefore, it is not clear yet whether the VP gap is a result of a transition in the magnetic-activity evolution or a result of observational bias. So far, there is no evidence for it in <italic>Kepler</italic> data.</p>
<p>These recent discrepancies between the observations and the expected behavior reinforce the need for a better understanding of rotation and magnetic-activity evolution. This review places the <italic>Kepler</italic> rotational sample in the context of the known transitions during the main sequence and describes them in more detail in the following sections.</p>
</sec>
<sec id="s2">
<title>2 <italic>Kepler</italic> main-sequence solar-like rotation sample</title>
<p>The <italic>Kepler</italic> mission provided exquisite data for stellar physics. In addition to high-precision photometry, <italic>Kepler</italic> monitored the same stars in a continuous, long-term manner, spanning up to 4 years of observations. Still, <italic>Kepler</italic> data are not free of systematics and instrumental artifacts. Therefore, it is important to correct and calibrate them (e.g., <xref ref-type="bibr" rid="B103">Jenkins et al., 2010</xref>; <xref ref-type="bibr" rid="B77">Garc&#xed;a et al., 2011</xref>; <xref ref-type="bibr" rid="B78">2014b</xref>), while preserving stellar signals at long timescales, such as the rotation modulation of slow rotators. Once processed, <italic>Kepler</italic> data constrained surface rotation periods and photometric magnetic activity for several tens of thousands of solar-like stars from the main-sequence to the red-giant phase (e.g., <xref ref-type="bibr" rid="B75">Garc&#xed;a et al., 2014a</xref>; <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B42">Ceillier et al., 2017</xref>; <xref ref-type="bibr" rid="B176">Santos et al., 2019</xref>; <xref ref-type="bibr" rid="B174">2021</xref>). While the focus of this review is the main-sequence (MS) solar-like stars, it is worth noting that magnetic fields and activity are also found in earlier spectral types (e.g., <xref ref-type="bibr" rid="B14">Balona, 2015</xref>; <xref ref-type="bibr" rid="B15">Balona, 2019</xref>; <xref ref-type="bibr" rid="B132">Mathys, 2017</xref>; <xref ref-type="bibr" rid="B96">Henriksen et al., 2023</xref>).</p>
<p>We begin with the sample of 55,252 stars with known rotation periods from <xref ref-type="bibr" rid="B176">Santos et al. (2019)</xref>, <xref ref-type="bibr" rid="B174">Santos et al. (2021)</xref>
<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>, which included subgiant stars by design. To select solely the MS stars we adopt the selection criteria based on the color-magnitude diagram (CMD) from <italic>Gaia</italic> Data Release 3 (<xref ref-type="bibr" rid="B72">Gaia Collaboration et al., 2023</xref>), as detailed in Appendix A of <xref ref-type="bibr" rid="B76">Garc&#xed;a et al. (2023)</xref>. The magnitudes were corrected for extinction and the selection criteria also remove potential binaries and outliers that sit above or below the MS in the CMD, as well as targets with large <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
<mml:mn>1.2</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> renormalized united weighted error (RUWE; <xref ref-type="bibr" rid="B72">Gaia Collaboration et al., 2023</xref>), <italic>Gaia</italic> radial velocity variables (<xref ref-type="bibr" rid="B110">Katz et al., 2023</xref>), stars in the <italic>Gaia</italic> non-single-star sample (<xref ref-type="bibr" rid="B71">Gaia Collaboration et al., 2023</xref>), and eclipsing binaries (<xref ref-type="bibr" rid="B113">Kirk et al., 2016</xref>). As we do not yet fully understand the rotational signals from targets flagged as close-in binary candidates in <xref ref-type="bibr" rid="B176">Santos et al., 2019</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>, we keep those that pass the criteria (1,311 targets). This leaves us with a reference <italic>Kepler</italic> sample of 34,898 single MS stars with known rotation rates. The selection criteria are relatively stringent to ensure a clean sample. Applying the same criteria to the sample of <xref ref-type="bibr" rid="B135">McQuillan et al. (2014)</xref> would reduce it to 21,685 stars. Comparing the respective clean samples, we verify that the latest catalog still pushed the upper edge of the rotation-period distribution towards slower rotators (see Figure 12 in <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>).</p>
<p>The top panel of <xref ref-type="fig" rid="F1">Figure 1</xref> shows the <italic>Kepler</italic> rotation MS sample. The dashed lines mark the upper and lower edges of the <italic>P</italic>
<sub>rot</sub> distribution, corresponding to the 95th and 5<sup>th</sup> percentiles, whose origin is discussed in more detail below. In general, hotter stars are fast rotators than cooler stars, which is expected, as for most of the MS, the magnetic braking is more efficient for less massive stars (<xref ref-type="bibr" rid="B210">van Saders and Pinsonneault, 2013</xref>; <xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>). Another feature that can be seen in the <italic>Kepler</italic> sample is the so-called intermediate-<italic>P</italic>
<sub>rot</sub> gap, leading to a bimodal <italic>P</italic>
<sub>rot</sub> distribution. For cooler solar-like stars (K and M), a lower-density region, in between two populations or sequences of stars, can be found. For G dwarfs, the lower density region disappears but the <italic>P</italic>
<sub>rot</sub> distribution is still bimodal (e.g., <xref ref-type="bibr" rid="B52">Davenport, 2017</xref>). The dot-dashed line indicates the intermediate-<italic>P</italic>
<sub>rot</sub> gap computed for the clean sample as described in <xref ref-type="bibr" rid="B177">Santos et al. (2023)</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Summary figure of the sample of <italic>Kepler</italic> MS solar-like stars with known <italic>P</italic>
<sub>rot</sub>, illustrating the parameter space probed by <italic>Kepler</italic>. <bold>(A)</bold>
<italic>:</italic> <italic>P</italic>
<sub>rot</sub> as a function of <italic>T</italic>
<sub>eff</sub>. The dashed black lines mark the upper and lower edges of the <italic>P</italic>
<sub>rot</sub> distribution. The black dot-dashed line marks the intermediate-<italic>P</italic>
<sub>rot</sub> gap. The subpanel shows a zoom-in into the low-temperature regime. To better see the intermediate-<italic>P</italic>
<sub>rot</sub> gap, we removed the lines. <bold>(B)</bold>
<italic>:</italic> Activity-rotation diagrams for each spectral type. The solid lines mark the density contours. Orange and beige symbols correspond to stars faster and slower than the intermediate-<italic>P</italic>
<sub>rot</sub> gap, respectively. Dark and light blue show F stars cooler and hotter than the Kraft break, respectively. The side panel shows the corresponding <italic>S</italic>
<sub>ph</sub> distributions and median values.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g001.tif"/>
</fig>
<p>For the <italic>Kepler</italic> sample, the magnetic activity is quantified from the rotational modulation in the light curve using the activity proxy <italic>S</italic>
<sub>ph</sub>, computed in <xref ref-type="bibr" rid="B176">Santos et al. (2019)</xref>, <xref ref-type="bibr" rid="B174">Santos et al. (2021)</xref> as defined by <xref ref-type="bibr" rid="B129">Mathur et al. (2014a)</xref>, <xref ref-type="bibr" rid="B131">Mathur et al. (2014b)</xref>, see also <xref ref-type="bibr" rid="B79">Garc&#xed;a et al. (2010)</xref>. The bottom panels of <xref ref-type="fig" rid="F1">Figure 1</xref> show the activity-rotation diagram for the <italic>Kepler</italic> MS sample split by spectral type (<italic>T</italic>
<sub>eff</sub> boundaries at 3700, 5200, and 6000 K). Generally, fast rotators are more magnetically active than slow rotators. The black solid lines show the respective density contours, as reference for the figures below. GKM stars are color-coded according to their location concerning the intermediate-<italic>P</italic>
<sub>rot</sub> gap. The color code for the F stars indicates whether their <italic>T</italic>
<sub>eff</sub> is below or above the Kraft break (6250 K; <xref ref-type="bibr" rid="B115">Kraft, 1967</xref>). While the activity and rotation of cool F stars are correlated, similarly to the case of the GKM stars, hot F stars tend to be fast rotators with low activity levels (see also Appendix B in <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>). The solid blue lines show the <italic>S</italic>
<sub>ph</sub> distribution for F stars cooler and hotter than the Kraft break, whose median values are indicated by the dashed and dot-dashed lines (287.8 ppm and 185.8 ppm, respectively). This behavior can be explained by the shallow convective envelopes of the latter, which are unable to produce a strong magnetic field yielding inefficient magnetic braking (e.g., <xref ref-type="bibr" rid="B210">van Saders and Pinsonneault, 2013</xref>).</p>
<p>Below we discuss the transitions and detection biases in the <italic>Kepler</italic> rotation sample. We discuss other transitions that happen in a regime not probed by <italic>Kepler</italic> or, if probed, are not observed in <italic>Kepler</italic> data. In the activity-rotation figures, we opt to show <italic>P</italic>
<sub>rot</sub> and not Ro, as <italic>P</italic>
<sub>rot</sub> can be measured directly from the observations. In addition, the comparison between Ro numbers from different studies is not straightforward, as Ro depends on the adopted definition for the convective turnover timescale. Nevertheless, to split the samples into different regimes, when possible, we adopt the Ro number and the respective transitions as determined by the authors in the respective original studies.</p>
</sec>
<sec id="s3">
<title>3 From saturated to unsaturated: convergence to the rotation sequence</title>
<p>The members of young open clusters exhibit a wide range of rotation periods (e.g., <xref ref-type="bibr" rid="B198">Stauffer and Hartmann, 1987</xref>; <xref ref-type="bibr" rid="B194">Soderblom et al., 1993</xref>; <xref ref-type="bibr" rid="B17">Barnes, 2003b</xref>), consistent with stars transitioning from an ultra-fast rotation (a result of spin-up due to contraction onto the main sequence) to the converged rotation sequence. These two regimes are separated by a lower-density region, i.e., a gap at ultra-fast rotation (few days, depending on <italic>T</italic>
<sub>eff</sub>; <xref ref-type="bibr" rid="B17">Barnes, 2003b</xref>). The signature of this transition can also be identified in the magnetic activity of low-mass stars, particularly in their X-ray emission (<xref ref-type="bibr" rid="B223">Wright et al., 2011</xref>). Two regimes in the coronal magnetic activity are found by <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>: a <italic>saturated</italic> regime where X-ray emission is almost independent on <italic>P</italic>
<sub>rot</sub>; and a <italic>unsaturated</italic> regime where X-ray emission strongly depends on rotation, corresponding to the converged rotation sequence. The ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality found by <xref ref-type="bibr" rid="B17">Barnes (2003b)</xref> marks the transition from saturated to unsaturated magnetic activity. [<xref ref-type="bibr" rid="B16">Barnes (2003a)</xref>, <xref ref-type="bibr" rid="B17">Barnes (2003b)</xref>, hereafter B2003] proposed that this transition is related to the core-envelope coupling, where the core and envelope would be coupled for stars in the converged rotation sequence (B2003&#x2019;s <italic>interface</italic> sequence), and decoupled for ultra-fast rotators (B2003&#x2019;s <italic>convective</italic> sequence). However, fully convective M dwarfs also follow the same activity-rotation relation characterized by the saturated and unsaturated regimes (<xref ref-type="bibr" rid="B222">Wright and Drake, 2016</xref>; <xref ref-type="bibr" rid="B224">Wright et al., 2018</xref>). Alternatively, <xref ref-type="bibr" rid="B37">Brown (2014)</xref> attributed the rotation gap to a transition between weak (saturated) to strong (unsaturated) coupling with the stellar wind, which in turn might be related to a transition from complex to simple magnetic field morphology (<xref ref-type="bibr" rid="B167">R&#xe9;ville et al., 2015</xref>; <xref ref-type="bibr" rid="B81">Garraffo et al., 2018</xref>).</p>
<p>Physically motivated models of angular momentum evolution can describe the observed convergence of rotation, particularly reproducing the mass-dependence of the spin-down (e.g., <xref ref-type="bibr" rid="B210">van Saders and Pinsonneault, 2013</xref>; <xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>). Lower-mass solar-like stars spend more time in the saturated regime than higher-mass solar-like stars, which converge earlier into the unsaturated regime. Moreover, the efficiency of magnetic braking depends on the rotation period: stars born with fast rotation spin down faster than stars born with slow rotation. Eventually, they converge into the same sequence, the unsaturated regime, where they lose angular momentum following the Skumanich law and, thus, gyrochronology becomes valid.</p>
<p>Placing the <italic>Kepler</italic> sample in context, most of the MS stars have already converged into the unsaturated regime. This is not surprising as the <italic>Kepler</italic> sample corresponds to field stars, with a mix of populations of typical ages of several Gyr, and thus stars have had time to spin down. In fact, the transition between the saturated and unsaturated regimes happens at faster rotation rates than the lower edge of the <italic>Kepler</italic> <italic>P</italic>
<sub>rot</sub> distribution. Both saturated regime and transition are very sparsely populated in the <italic>Kepler</italic> field. Furthermore, this region of the parameter space, particularly <italic>P</italic>
<sub>rot</sub> &#x3c; 7 days, is found to be dominated by tidally-synchronized binaries, as determined by <xref ref-type="bibr" rid="B191">Simonian et al. (2019)</xref> and <xref ref-type="bibr" rid="B7">Angus et al. (2020)</xref>. Close-in binary candidates identified by <xref ref-type="bibr" rid="B176">Santos et al. (2019</xref>, <xref ref-type="bibr" rid="B174">2021)</xref> that survived the selection criteria (Sect. 2) were kept in the <italic>Kepler</italic> MS sample, but they are found to occupy the same region of the parameter space as the tidally-synchronized binaries (with some common targets). It is, thus, unclear whether the surviving <italic>Kepler</italic> rapidly-rotating targets are young solar-like stars still in the saturated regime or tidally-synchronized binaries, which were not identified as such yet.</p>
<p>
<xref ref-type="fig" rid="F2">Figure 2</xref> compares the parameter space of rotation and activity for the X-ray emission sample in <xref ref-type="bibr" rid="B223">Wright et al. (2011</xref>, from where we take <italic>T</italic>
<sub>eff</sub>, <italic>P</italic>
<sub>rot</sub>, and color index) and for the <italic>Kepler</italic> MS sample. The left panel show the <italic>P</italic>
<sub>rot</sub>-<italic>T</italic>
<sub>eff</sub> diagram, while the right panels show the activity-<italic>P</italic>
<sub>rot</sub> diagram, where F stars were ignored as they are only a few. The color index is used to compute the convective turnover timescale, according to Eq. 10 in <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>, which in turn, together with <italic>P</italic>
<sub>rot</sub>, is used to compute Ro. Ro can vary across different works, depending on the definition of the convective turnover timescale (e.g., the location where it is measured). In this review, we adopt the Ro values as determined by each work, but we focus on the observable <italic>P</italic>
<sub>rot</sub>. Later in this section, we will compare the different Ro values. In what follows, the subscript of Ro indicates to which work they refer, particularly we use the initial of the first author and the year of the publication: e.g., W2011 for <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison between the rotation and magnetic activity of the <italic>Kepler</italic> sample (gray and black lines) and the X-ray emission sample in (<xref ref-type="bibr" rid="B223">Wright et al. 2011</xref>, colored symbols): <italic>P</italic>
<sub>rot</sub>-<italic>T</italic>
<sub>eff</sub> diagram <bold>(A)</bold> and activity-<italic>P</italic>
<sub>rot</sub> diagram per spectral type <bold>(B)</bold>. The saturated and unsaturated regimes identified by <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref> are shown by the brown hexagons and orange triangles respectively. The solid lines in the activity-<italic>P</italic>
<sub>rot</sub> diagram show the density contours of the <italic>Kepler</italic> sample for reference (see <xref ref-type="fig" rid="F1">Figure 1</xref>). The activity proxy of the <italic>Kepler</italic> sample is <italic>S</italic>
<sub>ph</sub> (left y-axis), while <italic>R</italic>
<sub>X</sub> (right y-axis) corresponds to the ratio between the X-ray and the bolometric luminosities for the X-ray emission sample. The right panels employ dual y-axes, avoiding the need to convert an activity proxy into the other. As the <italic>P</italic>
<sub>rot</sub> spans roughly the same interval in both samples, we simply align them.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g002.tif"/>
</fig>
<p>In <xref ref-type="fig" rid="F2">Figure 2</xref>, we split the X-ray emission sample into saturated and unsaturated regimes according to <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>, with the transition Ro<sub>W2011</sub> set at 0.13 (saturated: Ro<sub>W</sub> <sub>2011</sub> &#x2264; 0.13; unsaturated: Ro<sub>W</sub> <sub>2011</sub> &#x3e; 0.13). The lower edge of the <italic>P</italic>
<sub>rot</sub> distribution of the <italic>Kepler</italic> sample lies above the transition between saturated and unsaturated regimes in X-ray luminosity. This comparison emphasizes the fact that, with <italic>Kepler</italic>, we have access mostly to the stars in the unsaturated regime. Interestingly, it is noticeable that the relation between X-ray emission and rotation (right-hand side) shows a change in slope around the intermediate-<italic>P</italic>
<sub>rot</sub> gap, i.e., where the shape of the <italic>Kepler</italic> contours change. Indeed, one can notice that change in the original figures by <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>. This is also shown in <xref ref-type="fig" rid="F3">Figure 3</xref>, where the color code indicates the distance to the intermediate-<italic>P</italic>
<sub>rot</sub> gap (<italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub>). The top right panel displays the X-ray emission against Ro<sub>W</sub> <sub>2011</sub>. Stars in the saturated regime (brown hexagons) are partly omitted to better show the unsaturated regime. Around the intermediate-<italic>P</italic>
<sub>rot</sub> gap (lighter symbols), there is a decrease in the dispersion compared to the remainder of the unsaturated regime. At <italic>P</italic>
<sub>rot</sub> longer than the gap (<italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0), stars seem to follow a steeper relation than before. This can be seen through the comparison between the model by <xref ref-type="bibr" rid="B223">Wright et al. (2011</xref>, dashed blue line) and the smoothed data (solid red line). In the unsaturated regime, at <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3c; 0, the smoothed line closely follows the model, while deviating at <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0. Indeed, splitting the unsaturated regime in two and fitting them separately, we find slopes of &#x2212;1.92 and &#x2212;2.46 for <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3c; 0 and <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0, respectively. The behavior change can also be seen in the bottom panels, where particularly for the K stars it is noticeable that stars with <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3c; 0 and <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0 follow different sequences. This transition in the unsaturated regime was naturally not seen by the authors and is noticed now thanks to the knowledge acquired through the <italic>Kepler</italic> sample, which revealed this intermediate-<italic>P</italic>
<sub>rot</sub> gap. It is now clear that the unsaturated regime itself presents multiple regimes.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Comparison of the <italic>Kepler</italic> and X-ray emission samples, with respect to the intermediate-<italic>P</italic>
<sub>rot</sub> gap. As in <xref ref-type="fig" rid="F2">Figure 2</xref>, brown hexagons correspond to the stars in the X-ray saturated regime. Dots (<italic>Kepler</italic> sample) and circles (X-ray emission unsaturated regime) are color-coded by their distance to the intermediate-<italic>P</italic>
<sub>rot</sub> gap (<italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub>). The <bold>(A)</bold> shows the <italic>P</italic>
<sub>rot</sub>-<italic>T</italic>
<sub>eff</sub> diagram. Note that the axes scale differs from the remainder figures, to better show the relevant parameter space. The <bold>(B)</bold> shows the X-ray emission as a function of the Rossby number, where the white crosses are the F stars, committed elsewhere in this figure. The dashed blue and solid red lines show the model found by <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref> and the smoothed data, respectively. The residuals between the data and the model are presented in the subpanel. The <bold>(C,D)</bold> show the X-ray emission as a function of <italic>P</italic>
<sub>rot</sub> for the K and G stars (left and right, respectively). The solid lines show the contours for the <italic>Kepler</italic> sample.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g003.tif"/>
</fig>
<p>The transition from saturated to unsaturated regime corresponding to the ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality can also be found in other magnetic activity proxies besides X-ray emission. For the Pleiades, with an age of <inline-formula id="inf4">
<mml:math id="m4">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>125</mml:mn>
</mml:math>
</inline-formula> Myr (<xref ref-type="bibr" rid="B199">Stauffer et al., 1998</xref>), the saturated and unsaturated regimes are identified, for example, in the photometric magnetic activity measured from K2 light curves (<xref ref-type="bibr" rid="B38">Brown et al., 2021</xref>) and in the spot filling factor measured from APOGEE (Apache Point Observatory for Galactic Evolution Experiment) spectra (<xref ref-type="bibr" rid="B41">Cao and Pinsonneault, 2022</xref>).</p>
<p>
<xref ref-type="bibr" rid="B38">Brown et al. (2021)</xref> discovered a new contribution to the stellar brightness variations, the mid-frequency continuum (MFC). The MFC corresponds to an excess of power between <inline-formula id="inf5">
<mml:math id="m5">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>20</mml:mn>
</mml:math>
</inline-formula> and <inline-formula id="inf6">
<mml:math id="m6">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>300</mml:mn>
<mml:mspace width="0.17em"/>
<mml:mi>&#x3bc;</mml:mi>
</mml:math>
</inline-formula>Hz in comparison with the models for the acoustic background in the power spectrum, which account for photon-shot noise, activity, and two granulation components. Interestingly, the MFC scales with Ro<sub>B</sub> <sub>2021</sub>, suggesting that it is related to stellar magnetism. Given its timescale, the MFC might be related to the supergranular internetwork (see <xref ref-type="bibr" rid="B169">Rincon and Rieutord, 2018</xref> for a review). However, the MFC and the photometric magnetic activity (<italic>&#x3c3;</italic>
<sub>H</sub>, measured as the amplitude of the rotation harmonics, H, in the power spectrum, which is well correlated with <italic>S</italic>
<sub>ph</sub>) do not vary in phase or follow a similar relation with Ro<sub>B</sub> <sub>2021</sub>. <xref ref-type="bibr" rid="B38">Brown et al. (2021)</xref> found that the MFC also shows two regimes, with the MFC transition taking place at smaller Ro<sub>B</sub> <sub>2021</sub> (shorter <italic>P</italic>
<sub>rot</sub>) than that associated with the ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality. This is illustrated in the top panels of <xref ref-type="fig" rid="F4">Figure 4</xref>, where the stars saturated in MFC are shown by the turquoise squares. For the photometric magnetic activity, the transition between the saturated and unsaturated regime (brown hexagons and orange triangles) is consistent with the ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality, i.e., with the saturated and unsaturated X-ray regimes. In the top panel of <xref ref-type="fig" rid="F4">Figure 4</xref>, we take the MFC transition from <xref ref-type="bibr" rid="B38">Brown et al. (2021</xref>, log&#x2009; Ro<sub>B2021,MFC</sub> &#x3d; &#x2212;1.65), while for the photometric activity, we adopt log&#x2009; Ro<sub>B2021,H</sub> &#x3d; &#x2212;0.7, which is slightly shifted from the value indicated by the authors (log&#x2009; Ro<sub>B2021,H</sub> &#x3d; &#x2212;0.5). This change is motivated by the fact that the stars lying around that Ro<sub>B2021</sub> have already transitioned to the unsaturated regime. <italic>T</italic>
<sub>eff</sub>, <italic>P</italic>
<sub>rot</sub>, Ro<sub>B</sub> <sub>2021</sub>, harmonic and MFC amplitudes (<italic>&#x3c3;</italic>
<sub>H</sub> and <italic>&#x3c3;</italic>
<sub>MFC</sub>) are adopted from <xref ref-type="bibr" rid="B38">Brown et al. (2021)</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Same as <xref ref-type="fig" rid="F2">Figure 2</xref>, but for the Pleiades and NGC 3532. Their activity proxies are <italic>&#x3c3;</italic>
<sub>H</sub> <bold>(A)</bold>, <italic>f</italic>
<sub>spot</sub> <bold>(B)</bold>, and <inline-formula id="inf7">
<mml:math id="m7">
<mml:mi>log</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>IRT</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula> <bold>(C)</bold>, while <italic>&#x3c3;</italic>
<sub>MFC</sub> is the MFC amplitude <bold>(A)</bold>. The top right panels show K and G dwarfs together, while the middle and bottom right panels split the spectral types. The orange and brown symbols correspond to the unsaturated and saturated regimes, respectively. The turquoise shows the MFC-saturated Pleiades members, while the orange crosses show the transitioning NGC 3532 members.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g004.tif"/>
</fig>
<p>In comparison, <xref ref-type="bibr" rid="B41">Cao and Pinsonneault (2022)</xref> used APOGEE spectra of the Pleiades cluster to estimate the spot filling factor (<italic>f</italic>
<sub>spot</sub>), based on the temperature contrast between spots and quiet surroundings. As the activity proxies estimated from K2 light curves and APOGEE spectra are both related to spots, they are expected to show the same behavior. Indeed, that is the case, except with the rotation sequence from <xref ref-type="bibr" rid="B41">Cao and Pinsonneault (2022)</xref>, which is located at slightly shorter <italic>P</italic>
<sub>rot</sub> than that from <xref ref-type="bibr" rid="B38">Brown et al. (2021</xref>, see middle panel of <xref ref-type="fig" rid="F4">Figure 4</xref>). To split the <italic>f</italic>
<sub>spot</sub> sample into saturated and unsaturated regimes for <xref ref-type="fig" rid="F4">Figure 4</xref>, we consider the transition at <inline-formula id="inf8">
<mml:math id="m8">
<mml:mi>log</mml:mi>
<mml:mspace width="0.17em"/>
<mml:msub>
<mml:mrow>
<mml:mtext>Ro</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mrow>
<mml:mtext>C</mml:mtext>
<mml:mn>2022</mml:mn>
</mml:mrow>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>f</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>spot</mml:mtext>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.677</mml:mn>
</mml:math>
</inline-formula> as determined by <xref ref-type="bibr" rid="B41">Cao and Pinsonneault (2022)</xref> with their power-law model. The authors identified potential binary or multiple systems, which are neglected for the graphical representation.</p>
<p>The saturated-unsaturated transition associated with the ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality can also be seen in the chromospheric activity proxy measured from the emission in the Ca <sc>ii</sc> IRT <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>log</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>IRT</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>. <xref ref-type="bibr" rid="B70">Fritzewski et al. (2021b)</xref>, <xref ref-type="bibr" rid="B69">Fritzewski et al. (2021a)</xref> investigated the rotation and magnetic activity of NGC 3532, whose age is estimated to be around 300 Myr old (<xref ref-type="bibr" rid="B68">Fritzewski et al., 2019</xref>). The rotation and magnetic-activity data of this cluster show saturated and unsaturated regimes (bottom panels in <xref ref-type="fig" rid="F4">Figure 4</xref>), consistent with the ultra-fast-<italic>P</italic>
<sub>rot</sub> bimodality. We adopt <italic>T</italic>
<sub>eff</sub>, <italic>P</italic>
<sub>rot</sub>, <inline-formula id="inf10">
<mml:math id="m10">
<mml:mi>log</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>IRT</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>, and Ro<sub>F2021</sub> from <xref ref-type="bibr" rid="B69">Fritzewski et al. (2021a)</xref>. According to the authors all the stars with Ro<sub>F</sub> <sub>2021</sub> &#x3c; 0.06 are in the saturated regime, while stars with Ro<sub>F</sub> <sub>2021</sub> &#x3e; 0.11 have converged to the rotation sequence. Stars in between would be transitioning from one to the other regime.</p>
<p>
<xref ref-type="fig" rid="F5">Figure 5</xref> compares the activity-Ro diagrams for the stellar samples in <xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="fig" rid="F4">Figure 4</xref>. Each panel shows the Ro values as computed in the different works, where the respective best fits are overlaid. Because of the different definitions, the transition from saturated to unsaturated regime happens at different Ro values. However, as seen above, the transitions for the different activity proxies correspond to the same parameter space in terms of the observable <italic>P</italic>
<sub>rot</sub>. We prefer to focus on <italic>P</italic>
<sub>rot</sub> here, but when comparing Ro from different works, it is recommended to place them in a uniform scale (e.g., by normalizing to the solar value according to the respective definition).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Comparison between the activity-Ro relations for samples shown in <xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="fig" rid="F4">Figure 4</xref>. The symbols and colors have the same meaning as above, with the addition of the beige circles which represent stars with <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0, splitting the unsaturated regime in two. Ro is represented according to each work, which is indicated by the subscript. The blue dashed lines show the best fits found in the respective works. In the top right panel, the opaque symbols correspond to the rotation-harmonic component, while the small transparent symbols and dotted line correspond to the MFC. The x-scale is kept the same in all panels to better illustrate the differences in Ro.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g005.tif"/>
</fig>
<p>
<xref ref-type="bibr" rid="B162">Reiners et al. (2022)</xref> tracked down the transition from the saturated to unsaturated regime in the average magnetic field strength, &#x27e8;<italic>B</italic>&#x27e9;, of M dwarfs (and some K) from CARMENES spectra (<xref ref-type="fig" rid="F6">Figure 6</xref>). Similarly, to the magnetic activity proxies above, the transition identified by the authors at their Ro<sub>R</sub> <sub>2022</sub> &#x3d; 1.3 takes place near the lower edge of the <italic>P</italic>
<sub>rot</sub> distribution of <italic>Kepler</italic> M dwarfs. For the <italic>Kepler</italic> sample, this edge is not well defined at low <italic>T</italic>
<sub>eff</sub> due to small sample sizes. Also, the M-dwarf sample of <xref ref-type="bibr" rid="B162">Reiners et al. (2022)</xref> is near the location where the gap closes for fully convective stars (at <inline-formula id="inf11">
<mml:math id="m11">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>3500</mml:mn>
</mml:math>
</inline-formula> K; <xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>). Some of the &#x27e8;<italic>B</italic>&#x27e9; measurements are an upper limit. These are mostly located in the more dense region with small &#x27e8;<italic>B</italic>&#x27e9;, constituting 37% of the stars with <italic>P</italic>
<sub>rot</sub> longer than the intermediate-<italic>P</italic>
<sub>rot</sub> gap. We split the &#x27e8;<italic>B</italic>&#x27e9; unsaturated regime into two according to their location in relation to the intermediate-<italic>P</italic>
<sub>rot</sub> gap of the <italic>Kepler</italic> sample. In <xref ref-type="fig" rid="F6">Figure 6</xref> we also show log&#x2009;&#x27e8;<italic>B</italic>&#x27e9; as a function of Ro<sub>R</sub> <sub>2022</sub>, which was computed using the convective turnover timescale and <italic>P</italic>
<sub>rot</sub> provided by <xref ref-type="bibr" rid="B162">Reiners et al. (2022)</xref>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Same as <xref ref-type="fig" rid="F2">Figure 2</xref>, but for the M dwarfs in the CARMENES survey. The magnetic activity is measured through the average magnetic field strength &#x27e8;<italic>B</italic>&#x27e9;. The <italic>S</italic>
<sub>ph</sub>-axis scale is slightly different from the other plots. As in <xref ref-type="fig" rid="F5">Figure 5</xref>, the beige symbols represent stars with <italic>&#x3b4;</italic>&#x2009;log&#x2009; <italic>P</italic>
<sub>rot</sub> &#x3e; 0. The downwards triangles identify the stars for which &#x27e8;<italic>B</italic>&#x27e9; is an upper limit.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g006.tif"/>
</fig>
<p>
<italic>Gaia</italic> also provides photometric data that allow the measurement of rotation periods. Focusing on the targets with a relatively large number of visits and long temporal coverage, <italic>Gaia</italic> reports <italic>P</italic>
<sub>rot</sub> and the respective photometric activity proxy (<italic>A</italic>
<sub>Gaia</sub>, being the amplitude of the rotation signal) for several hundreds of thousands of stars (<xref ref-type="bibr" rid="B117">Lanzafame et al., 2018</xref>; <xref ref-type="bibr" rid="B56">Distefano et al., 2023</xref>). Indeed, the <italic>Gaia</italic> DR3 sample, with the most reliable <italic>P</italic>
<sub>rot</sub> estimates, includes of 474,026 stars (<xref ref-type="bibr" rid="B56">Distefano et al., 2023</xref>). To complement the rigorous <italic>P</italic>
<sub>rot</sub> vetting and selection by the authors, which removed evolved stars, we neglect potential binaries (52,933 stars) according to the same criteria used for the <italic>Kepler</italic> sample (<xref ref-type="sec" rid="s2">Section 2</xref>). <xref ref-type="fig" rid="F7">Figure 7</xref> compares the final <italic>Gaia</italic> (421,093 stars) and <italic>Kepler</italic> samples (34,898 single MS stars). <italic>P</italic>
<sub>rot</sub> and <italic>A</italic>
<sub>Gaia</sub> were taken from <xref ref-type="bibr" rid="B56">Distefano et al. (2023)</xref>, while <italic>T</italic>
<sub>eff</sub> was taken from <xref ref-type="bibr" rid="B5">Andrae et al. (2023)</xref>. The parameter spaces probed by Gaia and the <italic>Kepler</italic> barely overlap as noted by <xref ref-type="bibr" rid="B116">Lanzafame et al. (2019)</xref> and <xref ref-type="bibr" rid="B56">Distefano et al. (2023)</xref>. Since Gaia is not very sensitive to long <italic>P</italic>
<sub>rot</sub> values due to its scanning pattern, all its M stars are still in the saturated regime (<xref ref-type="fig" rid="F7">Figure 7</xref>). <italic>Gaia</italic> G and K stars are spread between both the saturated regime and the &#x201c;tip&#x201d; of the unsaturated regime. For those in the unsaturated regime, it is possible to recognize the expected trend with <italic>P</italic>
<sub>rot</sub> generally decreasing with increasing <italic>T</italic>
<sub>eff</sub>. <italic>Gaia</italic> also unveiled the existence of stars with <italic>P</italic>
<sub>rot</sub> &#x3c; 1 day and very low activity (<italic>ultra-fast rotator branch</italic>), in contrast to the stars in the saturated regime. <xref ref-type="bibr" rid="B116">Lanzafame et al. (2019)</xref> hypothesize that stars can either evolve from the saturated regime directly to the unsaturated regime, or to the ultra-fast rotator branch first and from this to the unsaturated regime. This region of the parameter space cannot be explored through the <italic>Kepler</italic> sample, as its majority has already converged to the unsaturated regime.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Same as in <xref ref-type="fig" rid="F2">Figure 2</xref>, but for the <italic>Gaia</italic> DR3 rotation sample. The <italic>Gaia</italic> sample is shown by the density map, where dark colors correspond to high-density regions. <italic>A</italic>
<sub>Gaia</sub> is the amplitude of the rotation signal in the <italic>Gaia</italic> photometric data. For the <italic>Kepler</italic> sample, only the limiting lines and contours are shown.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g007.tif"/>
</fig>
<p>The comparisons above suggest that the lower edge of the <italic>Kepler</italic> distribution reflects the transition to the unsaturated regime (see also <xref ref-type="bibr" rid="B133">Matt et al., 2015</xref>).</p>
</sec>
<sec id="s4">
<title>4 Intermediate-P<sub>rot</sub> gap: regimes within the unsaturated regime</title>
<p>The intermediate-<italic>P</italic>
<sub>rot</sub> gap and the associated <italic>P</italic>
<sub>rot</sub> bimodality were first discovered in the <italic>Kepler</italic> field of view by <xref ref-type="bibr" rid="B134">McQuillan et al. (2013)</xref>, <xref ref-type="bibr" rid="B135">McQuillan et al. (2014)</xref>. One of the original hypotheses was that the <italic>P</italic>
<sub>rot</sub> bimodality resulted from two different star formation episodes and it was a feature of the <italic>Kepler</italic> field (e.g., <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B52">Davenport, 2017</xref>; <xref ref-type="bibr" rid="B53">Davenport and Covey, 2018</xref>). However, since then it has also been recovered in the different campaigns of K2 (<xref ref-type="bibr" rid="B164">Reinhold and Hekker, 2020</xref>; <xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>), which focused on different fields of view, and in ground-based data (from the Zwicky Transient Facility survey) covering the full northern hemisphere (<xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>). Therefore, these findings suggest that the <italic>P</italic>
<sub>rot</sub> bimodality and intermediate-<italic>P</italic>
<sub>rot</sub> gap are linked to stellar evolution.</p>
<p>A second hypothesis was postulated by <xref ref-type="bibr" rid="B143">Montet et al. (2017)</xref> and <xref ref-type="bibr" rid="B163">Reinhold et al. (2019)</xref>. These works found evidence for the stars below the intermediate-<italic>P</italic>
<sub>rot</sub> gap being spot-dominated, while those above the gap being facula-dominated. This led to the proposition that this gap would be related to the transition from the spot-to facula-dominated and it would result from observational biases due to the canceling between dark spots and bright faculae (<xref ref-type="bibr" rid="B163">Reinhold et al., 2019</xref>). However, other observational evidence and successful modeling support a third hypothesis.</p>
<p>The hypothesis proposes that this gap has its origin in the core-envelope coupling (<xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>; <xref ref-type="bibr" rid="B7">Angus et al., 2020</xref>; <xref ref-type="bibr" rid="B197">Spada and Lanzafame, 2020</xref>; <xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>; <xref ref-type="bibr" rid="B124">Lu et al., 2022</xref>), which leads to a stalling in the envelope&#x2019;s spin-down followed by a period of quick evolution once the coupling is completed (<xref ref-type="bibr" rid="B89">Gordon et al., 2021</xref>; <xref ref-type="bibr" rid="B54">David et al., 2022</xref>). Before and after this transition, stars&#x2019; envelopes (and thus their surface rotation periods) would follow the Skumanich spin-down law. Starting with a decoupled core-envelope, the surface of the stars below the gap would brake due to magnetized winds. During the coupling between the fast core and the slow envelope, the surface spin-down would stall for a relatively short timescale. Once the coupling is completed, the spin-down would resume. In this light, fully convective stars would not face this transition. Indeed, that was what <xref ref-type="bibr" rid="B124">Lu et al. (2022)</xref> found in ground-based photometric data of field stars. The authors retrieve a rotational gap in the partially convective stars, but not for fully convective M dwarfs.</p>
<p>The rotational sequence of the 1 Gyr NGC 6811 open cluster is consistent with a stalling in the spin-down of K dwarfs (<xref ref-type="bibr" rid="B49">Curtis et al., 2019</xref>), which fits the core-envelope coupling hypothesis. The stalling can be seen through the overlap between the rotational sequences of Praesepe (670 Myr; <xref ref-type="bibr" rid="B58">Douglas et al., 2019</xref>) and NGC 6811 in the regime of K-dwarfs (<xref ref-type="fig" rid="F8">Figure 8</xref>; see also <xref ref-type="bibr" rid="B49">Curtis et al., 2019</xref>; <xref ref-type="bibr" rid="B30">Bouma et al., 2023</xref>), which would not be expected according to the Skumanich spin-down law. The theoretical models by <xref ref-type="bibr" rid="B197">Spada and Lanzafame (2020)</xref>, which account for a mass-dependent core-envelope coupling timescale, are able to reproduce the observations. In particular, the models match the stalling of the spin-down for K dwarfs around 1 Gyr, consistent with the observations of NGC 6811. The mass-dependent coupling leads to a kink in the rotation sequences at older ages, i.e., the rotation-period sequence is no longer monotonic at these ages. As the coupling timescale increases with decreasing mass (<xref ref-type="bibr" rid="B197">Spada and Lanzafame, 2020</xref>), this kink moves towards lower masses with age. This feature is seen in the observational data of older clusters (<xref ref-type="fig" rid="F8">Figure 8</xref>; <xref ref-type="bibr" rid="B136">Meibom et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Barnes et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Dungee et al., 2022</xref>; <xref ref-type="bibr" rid="B30">Bouma et al., 2023</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Same as the left panel of <xref ref-type="fig" rid="F2">Figure 2</xref>, but for Praesepe, NGC 6811, NGC 6819, Ruprecht 147, M67, and the Sun. The y-axis scale is slightly different from the other plots. The age references are (<xref ref-type="bibr" rid="B11">Bahcall et al., 1995</xref>; <xref ref-type="bibr" rid="B102">Jeffries et al., 2013</xref>; <xref ref-type="bibr" rid="B19">Barnes et al., 2016</xref>; <xref ref-type="bibr" rid="B204">Torres et al., 2020</xref>). The one-sided arrows indicate the approximate location of the first deviation to the monotonic behavior in the old clusters&#x2019; rotation sequence. The double-sided arrow represents the observed increase of <italic>P</italic>
<sub>rot</sub> with <italic>T</italic>
<sub>eff</sub>, where data is lacking for M67.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g008.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F8">Figure 8</xref> compares the rotational sequences of stellar clusters of different ages with the <italic>Kepler</italic> sample. The rotation period and effective temperature for the clusters&#x2019; members are gathered from different studies (<xref ref-type="bibr" rid="B136">Meibom et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Barnes et al., 2016</xref>; <xref ref-type="bibr" rid="B86">Godoy-Rivera et al., 2021a</xref>; <xref ref-type="bibr" rid="B59">Dungee et al., 2022</xref>). Praesepe members are plotted for reference. Most of Praesepe stars with <italic>T</italic>
<sub>eff</sub> &#x2273; 3500 K have already converged to the rotation sequence, while cooler stars have not. The rotation sequence of Praesepe and younger clusters (<xref ref-type="fig" rid="F4">Figure 4</xref>) shows a general monotonic behavior, with <italic>P</italic>
<sub>rot</sub> decreasing with <italic>T</italic>
<sub>eff</sub>. The remainder of the clusters show evidence of a stalling in the spin-down associated with the intermediate-<italic>P</italic>
<sub>rot</sub> gap, as discussed above: NGC 6811 partially overlaps with Praesepe; and the older clusters show a kink in the rotation sequence at relatively low temperatures. For the 2.7 Gyr Ruprecht 147, <italic>P</italic>
<sub>rot</sub> increases with <italic>T</italic>
<sub>eff</sub> between <inline-formula id="inf12">
<mml:math id="m12">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>4000</mml:mn>
</mml:math>
</inline-formula> and <inline-formula id="inf13">
<mml:math id="m13">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>4800</mml:mn>
</mml:math>
</inline-formula> K, while elsewhere it decreases with <italic>T</italic>
<sub>eff</sub>. For the 4 Gyr M67, the rotation sequence starts by decreasing with <italic>T</italic>
<sub>eff</sub> until <inline-formula id="inf14">
<mml:math id="m14">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>3900</mml:mn>
</mml:math>
</inline-formula> K, where the behavior inverts. The <italic>P</italic>
<sub>rot</sub> values at <inline-formula id="inf15">
<mml:math id="m15">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>3900</mml:mn>
</mml:math>
</inline-formula> K are shorter than those at <inline-formula id="inf16">
<mml:math id="m16">
<mml:mo>&#x223c;</mml:mo>
<mml:mn>4600</mml:mn>
</mml:math>
</inline-formula> K, suggesting that <italic>P</italic>
<sub>rot</sub> increases within this interval, despite the lack of data.</p>
<p>Finally, we remind that the imprint of the transition associated with the intermediate-<italic>P</italic>
<sub>rot</sub> gap can be seen in the relation between X-ray emission and rotation period (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>). Similarly, it can also be identified in the relation between chromospheric emission and rotation (<xref ref-type="fig" rid="F9">Figure 9</xref>, discussed below).</p>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Same as <xref ref-type="fig" rid="F6">Figure 6</xref>, but for the MWO stars. The dotted blue line marks the observed VP gap in the chromospheric emission, <inline-formula id="inf17">
<mml:math id="m17">
<mml:mi>log</mml:mi>
<mml:mspace width="0.17em"/>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>HK</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>. In the bottom right panel, only the G and K <italic>Kepler</italic> dwarfs are shown in gray, with the respective contours. As in <xref ref-type="fig" rid="F3">Figure 3</xref>, the white crosses denote F stars.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g009.tif"/>
</fig>
</sec>
<sec id="s5">
<title>5 Vaughan-Preston gap: discontinuity in the magnetic activity</title>
<p>Focusing on stars with longer periods than the intermediate-<italic>P</italic>
<sub>rot</sub> gap, another gap has been observed, possibly related to a transition at later stages of stellar evolution. Contrary to the other sections, this transition is not seen in the rotation period. Instead, this transition is seen in the chromospheric activity, where there is a scarceness of stars with intermediary Ca <sc>ii</sc> H &#x26; K emission (e.g., <xref ref-type="bibr" rid="B212">Vaughan, 1980</xref>; <xref ref-type="bibr" rid="B213">Vaughan and Preston, 1980</xref>; <xref ref-type="bibr" rid="B97">Henry et al., 1996</xref>; <xref ref-type="bibr" rid="B88">Gomes da Silva et al., 2021</xref>). This is known as the Vaughan-Preston (VP) gap. The origin of the VP gap has been contested since its finding: is it of astrophysical origin or an observational bias? Indeed, when investigating larger stellar samples, the gap is not observed anymore (<xref ref-type="bibr" rid="B28">Boro Saikia et al., 2018</xref>; <xref ref-type="bibr" rid="B36">Brown et al., 2022</xref>). Nevertheless, <xref ref-type="bibr" rid="B36">Brown et al. (2022)</xref> concluded that their results are consistent with chromospheric-emission bimodality and associated transitions.</p>
<p>
<xref ref-type="fig" rid="F9">Figure 9</xref> compares the Mount Wilson Observatory (MWO; e.g., <xref ref-type="bibr" rid="B218">Wilson, 1968</xref>; <xref ref-type="bibr" rid="B219">Wilson, 1978</xref>; <xref ref-type="bibr" rid="B12">Baliunas et al., 1995</xref>) sample with the <italic>Kepler</italic> sample: <italic>P</italic>
<sub>rot</sub>, Ro<sub>E</sub> <sub>2017</sub>, <inline-formula id="inf18">
<mml:math id="m18">
<mml:mi>log</mml:mi>
<mml:mspace width="0.17em"/>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>HK</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:math>
</inline-formula>, and (B-V) were adopted from <xref ref-type="bibr" rid="B60">Egeland (2017)</xref>, see also <xref ref-type="bibr" rid="B118">Lehtinen et al. (2021)</xref>. For the MWO sample (monitored over two decades), we transform the color index (B-V) into <italic>T</italic>
<sub>eff</sub>, taking into account the metallicity when available. We retrieve metallicity estimates from <xref ref-type="bibr" rid="B206">Valenti and Fischer (2005)</xref>, <xref ref-type="bibr" rid="B60">Egeland (2017)</xref>, and APOGEE (<xref ref-type="bibr" rid="B1">Abdurro&#x2019;ufAccetta et al., 2022</xref>) for 60 stars, with a mean value of &#x2212;0.07 dex. For the remainder, we opt to assume solar metallicity. For the (B-V)-<italic>T</italic>
<sub>eff</sub> conversion, we use the publicly available routine in <monospace>PyAstronomy</monospace>
<xref ref-type="fn" rid="fn2">
<sup>2</sup>
</xref> (<xref ref-type="bibr" rid="B50">Czesla et al., 2019</xref>) based on <xref ref-type="bibr" rid="B160">Ram&#xed;rez and Mel&#xe9;ndez (2005)</xref>
<xref ref-type="fn" rid="fn3">
<sup>3</sup>
</xref>. One of the targets is ignored because it is outside of the valid parameter space (B-V<inline-formula id="inf19">
<mml:math id="m19">
<mml:mo>&#x3e;</mml:mo>
</mml:math>
</inline-formula>1.51). The stars below and above the intermediate-<italic>P</italic>
<sub>rot</sub> gap (<xref ref-type="sec" rid="s4">Section 4</xref>) are shown in orange and beige, respectively: the dash-dotted line obtained for <italic>Kepler</italic> was used to split the stars. The VP gap located at <inline-formula id="inf20">
<mml:math id="m20">
<mml:mi>log</mml:mi>
<mml:mspace width="0.17em"/>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mtext>HK</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2032;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>4.75</mml:mn>
</mml:math>
</inline-formula> is shown by the blue dotted line. As shown by <xref ref-type="bibr" rid="B174">Santos et al. (2021)</xref>, <xref ref-type="bibr" rid="B177">Santos et al. (2023)</xref>, there is no evidence of the VP gap in the <italic>Kepler</italic> data, which is several times larger than the ground-based chromospheric emission samples. On the one hand, this could mean that indeed there is an observational bias in the ground-based surveys, and when increasing the sample size, the gap is no longer found. On the other hand, although <italic>Kepler</italic> observations are relatively long-term, their 4-year length is still limiting especially when dealing with a variable property such as magnetic activity. Taking solar data, <xref ref-type="bibr" rid="B177">Santos et al. (2023)</xref> showed how the inferences from 4-year observations on magnetic activity and its variation can change over time, depending on the phase of the cycle. The <italic>S</italic>
<sub>ph</sub> variation strongly depends on the average activity level of the star and on its rotation rate. Consequently, the limiting 4-year monitoring of stars can lead to a smearing of the data points, potentially hiding the possible VP gap. In this case, the large sample size can contribute to a greater concealment.</p>
</sec>
<sec id="s6">
<title>6 Midlife transition: weakening of the magnetic braking</title>
<p>In recent years, evidence for a possible weakening of the magnetic braking was found (e.g., <xref ref-type="bibr" rid="B137">Metcalfe et al., 2016</xref>; <xref ref-type="bibr" rid="B208">van Saders et al., 2016</xref>; <xref ref-type="bibr" rid="B94">Hall et al., 2021</xref>; <xref ref-type="bibr" rid="B127">Masuda et al., 2022</xref>). The surface rotation of the <italic>Kepler</italic> MS asteroseismic targets was found to be too fast in comparison to what was expected given their asteroseismic age (<xref ref-type="bibr" rid="B6">Angus et al., 2015</xref>; <xref ref-type="bibr" rid="B208">van Saders et al., 2016</xref>). To explain the observations, <xref ref-type="bibr" rid="B208">van Saders et al. (2016)</xref> proposed that the magnetic braking would become less efficient at a critical Ro, the so-called weakening of the magnetic braking (WMB). In this case, <italic>P</italic>
<sub>rot</sub> evolves according to the Skumanich relation until reaching the critical Ro where its evolution is no longer driven by magnetic braking.</p>
<p>The origin of this transition is presently uncertain. One theory suggests that stellar differential rotation weakens around the critical Ro (<xref ref-type="bibr" rid="B137">Metcalfe et al., 2016</xref>), disrupting the stellar dynamo process (see the review by <xref ref-type="bibr" rid="B39">Brun and Browning, 2017</xref>). In numerical simulations, this can be associated with a shift from solar-like differential rotation, which has a fast equator and slow poles, to solid body or even anti-solar rotation (<xref ref-type="bibr" rid="B40">Brun et al., 2022</xref>; <xref ref-type="bibr" rid="B147">Noraz et al., 2022</xref>). It has been suggested that this transition could result in a change in magnetic topology from large-scale to small-scale fields (<xref ref-type="bibr" rid="B140">Metcalfe and van Saders, 2017</xref>; <xref ref-type="bibr" rid="B138">Metcalfe et al., 2022</xref>). However, as the large-scale magnetic field typically governs the efficiency of the magnetic braking (<xref ref-type="bibr" rid="B66">Finley and Matt, 2018</xref>), and spectropolarimetric observations have shown it does not abruptly disappear at the critical Ro (<xref ref-type="bibr" rid="B183">See et al., 2019b</xref>), it appears more likely that the overall stellar magnetic field strength weakens (<xref ref-type="bibr" rid="B139">Metcalfe et al., 2023</xref>). This decrease may also reduce the stellar wind mass-loss rate (<xref ref-type="bibr" rid="B188">Shoda et al., 2023</xref>), further weakening the wind braking. In other theories, the evolution of the latitudinal differential rotation is sufficient to stall the rotation-evolution of stars around the critical Ro, due to the active latitudes that couple surface rotation to the stellar wind (<xref ref-type="bibr" rid="B63">Finley and Brun, 2023</xref>; <xref ref-type="bibr" rid="B203">Tokuno et al., 2023</xref>).</p>
<p>The magnetic cycles of Sun-like stars are also observed to become longer (<xref ref-type="bibr" rid="B196">Soon et al., 1993</xref>; <xref ref-type="bibr" rid="B31">Brandenburg et al., 1998</xref>; <xref ref-type="bibr" rid="B26">B&#xf6;hm-Vitense, 2007</xref>), with some appearing to lose all cyclic variability akin to the Maunder minimum observed for the Sun (<xref ref-type="bibr" rid="B22">Baum et al., 2022</xref>). Interestingly, the Sun is near this critical Ro, which raised the question of whether the Sun could be in transition (<xref ref-type="bibr" rid="B137">Metcalfe et al., 2016</xref>) and whether the Maunder Minimum could be a symptom of this. Observations point towards the Sun&#x2019;s magnetic braking being two to three times smaller than required by the Skumanich relation (<xref ref-type="bibr" rid="B67">Finley et al., 2018</xref>; <xref ref-type="bibr" rid="B109">Kasper et al., 2021</xref>). However, the magnetic braking timescale for the Sun is around 10&#x2013;100 Myrs, so this disagreement could be explained by long-term variation in solar activity that exceeds the available &#x223c;10,000 years of cosmogenic radionuclide records (<xref ref-type="bibr" rid="B64">Finley et al., 2019a</xref>).</p>
<p>
<xref ref-type="bibr" rid="B54">David et al. (2022)</xref> and <xref ref-type="bibr" rid="B139">Metcalfe et al. (2023)</xref> identified an over-density of stars close to the upper edge of the <italic>Kepler</italic> <italic>P</italic>
<sub>rot</sub> distribution. This might support the WMB as old stars would remain with a largely unchanged surface rotation, which in turn would result in a pileup of stars with different activity levels near this edge. This upper edge is also recovered in <xref ref-type="bibr" rid="B211">van Saders et al. (2019)</xref> who simulated the <italic>Kepler</italic> field population using angular momentum evolution models accounting for the WMB. However, we must note that the <italic>Kepler</italic> surface rotation sample does not probe very well this region of the parameter space as it coincides approximately with the current detection limit, which depends on the magnitude (for reference, at <italic>Kepler</italic> magnitude 14, it lies around 100 ppm; <xref ref-type="bibr" rid="B128">Mathur et al., 2023</xref>). In both cases, if the stars follow the Skumanich spin-down law or if they face a WMB, stars beyond this point in the main sequence are weakly active and have small amplitude brightness variations due to active regions. Thus, the <italic>Kepler</italic> <italic>P</italic>
<sub>rot</sub> upper edge can be either the result of one of these effects or the combination of both.</p>
<p>Asteroseismology could come to the rescue as it is easier to detect acoustic oscillations in weakly active stars (e.g., <xref ref-type="bibr" rid="B44">Chaplin et al., 2000</xref>; <xref ref-type="bibr" rid="B104">Jim&#xe9;nez et al., 2002</xref>; <xref ref-type="bibr" rid="B175">Santos et al., 2018</xref>; <xref ref-type="bibr" rid="B130">Mathur et al., 2019</xref>). This is also illustrated in <xref ref-type="fig" rid="F10">Figure 10</xref>, as the seismic sample tends to be close to the upper edge of <italic>P</italic>
<sub>rot</sub> distribution with small <italic>S</italic>
<sub>ph</sub> values. Sadly, the <italic>Kepler</italic> main-sequence asteroseismic sample with a high enough signal-to-noise ratio to measure rotational splittings is relatively small (94 stars of different mass and metallicity). Nevertheless, <xref ref-type="bibr" rid="B94">Hall et al. (2021)</xref> was able to retrieve seismic rotation periods, <italic>P</italic>
<sub>seismic</sub>, for this sample confirming that old stars are rotating faster than expected. Therefore, this discrepancy cannot be solely explained by an observational bias in the <italic>P</italic>
<sub>rot</sub> sample.</p>
<fig id="F10" position="float">
<label>FIGURE 10</label>
<caption>
<p>Same as <xref ref-type="fig" rid="F2">Figure 2</xref>, but for the <italic>Kepler</italic> asteroseismic sample and the Sun. Dark blue indicates the seismic periods <italic>P</italic>
<sub>seismic</sub> as determined by <xref ref-type="bibr" rid="B94">Hall et al. (2021)</xref>, while the light blue indicates the surface periods <italic>P</italic>
<sub>rot</sub>, which were taken by cross-matching with <xref ref-type="bibr" rid="B176">Santos et al. (2019)</xref>, <xref ref-type="bibr" rid="B174">Santos et al. (2021)</xref>, from where we also took <italic>S</italic>
<sub>ph</sub>. The top right panel compares the surface (<italic>P</italic>
<sub>rot</sub>) and seismic (<italic>P</italic>
<sub>seismic</sub>) periods for the stars with both estimates (56 stars). The dashed and dotted lines mark the 1:1, 1:2, and 2:1 lines.</p>
</caption>
<graphic xlink:href="fspas-11-1356379-g010.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F10">Figure 10</xref> compares the <italic>Kepler</italic> seismic-rotation and surface-rotation samples. The 94 stars from <xref ref-type="bibr" rid="B94">Hall et al. (2021)</xref> are shown in dark blue, where their rotation period corresponds to that measured through asteroseismology. Cross-matching this sample with <xref ref-type="bibr" rid="B176">Santos et al. (2019)</xref>, <xref ref-type="bibr" rid="B174">Santos et al. (2021)</xref>, we find 56 stars (light blue), out of the 94, with measured surface rotation and <italic>S</italic>
<sub>ph</sub>. In the right, only the 56 stars are shown (twice, in light and dark blue), as <italic>S</italic>
<sub>ph</sub> is not available for the remainder. We opt to show both <italic>P</italic>
<sub>rot</sub> and <italic>P</italic>
<sub>seismic</sub> to demonstrate that both sets of measurements occupy the same parameter space. However, we note that there are some discrepancies between the seismic surface rotation periods (top right panel of <xref ref-type="fig" rid="F10">Figure 10</xref>; <xref ref-type="bibr" rid="B94">Hall et al., 2021</xref>, see also <xref ref-type="bibr" rid="B25">Benomar et al., 2015</xref>; <xref ref-type="bibr" rid="B32">Breton et al., 2023</xref>). Some differences are expected, arising from differential rotation, as the observed acoustic modes are most sensitive to the subsurface layers (e.g., <xref ref-type="bibr" rid="B21">Basu et al., 2012</xref>; <xref ref-type="bibr" rid="B25">Benomar et al., 2015</xref>) and might be sensitive to different latitudes in comparison to the active-region latitudes. Additionally, there are uncertainties inherent to both techniques. While seismic detections are easier for weakly active stars, which tend to be slow rotators, these are associated with small effects on the acoustic modes, hampering the estimation of <italic>P</italic>
<sub>seismic</sub>. Furthermore, mode linewidths increase with effective temperature (e.g., <xref ref-type="bibr" rid="B9">Appourchaux et al., 2012</xref>; <xref ref-type="bibr" rid="B8">Appourchaux et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Corsaro et al., 2012</xref>; <xref ref-type="bibr" rid="B125">Lund et al., 2017</xref>), which poses a challenge because, depending on their values, they can lead to an overlap between azimuthal components, preventing constraints on <italic>P</italic>
<sub>seismic</sub>. There is also a correlation between rotational splitting and inclination angle (e.g., <xref ref-type="bibr" rid="B13">Ballot et al., 2006</xref>). As our sensitivity to the active latitudes depends on the inclination angle, inclination has an impact on the amplitude of the light curve modulation due to active regions. Nevertheless, the impact on surface rotation estimate should not be significant. Surface rotation measurements can also be biased toward the half of the true <italic>P</italic>
<sub>rot</sub> (e.g., <xref ref-type="bibr" rid="B134">McQuillan et al., 2013</xref>; <xref ref-type="bibr" rid="B135">McQuillan et al., 2014</xref>), but this corresponds to a small percentage of the targets and efforts were made to avoid such misestimations (<xref ref-type="bibr" rid="B176">Santos et al., 2019</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>; <xref ref-type="bibr" rid="B33">Breton et al., 2021</xref>). Finally, photometric pollution by nearby stars can also influence the <italic>P</italic>
<sub>rot</sub> estimate.</p>
<p>While, as described above, there is evidence supporting the WMB, we emphasize that this regime is at the <italic>Kepler</italic> detection limit of the surface rotation and that the seismic sample is relatively small. Factors such as the spectral type (many are F stars, with thin convective layers), differential rotation, active latitudes, and chemical composition (see also <xref ref-type="bibr" rid="B47">Claytor et al., 2020</xref>) can impact rotation and magnetic-activity evolution. Based on ground-based spectroscopic data of solar twins, <xref ref-type="bibr" rid="B122">Lorenzo-Oliveira et al. (2019)</xref> concluded that their results favor a gradual rotation evolution, rather than a broken spin-down law. Future observations are needed to shed light on the evolution of these properties beyond the middle of the star&#x2019;s lifetime.</p>
</sec>
<sec id="s7">
<title>7 Conclusions and perspectives</title>
<p>Undoubtedly pivotal for exoplanetary and stellar physics, with the end of its second life&#x2013;the K2 mission&#x2013;, <italic>Kepler</italic> concluded its operations in the fall of 2018. Despite this, to this day, <italic>Kepler</italic> data continue to be the focal point of numerous studies, consistently contributing to significant discoveries in the field. Considering stellar rotation and magnetic activity, CoRoT (<xref ref-type="bibr" rid="B10">Baglin et al., 2006</xref>) had already provided an important sneak-peak into the potential of space-based photometry (e.g., <xref ref-type="bibr" rid="B79">Garc&#xed;a et al., 2010</xref>; <xref ref-type="bibr" rid="B2">Affer et al., 2012</xref>). But <italic>Kepler</italic> allowed us to investigate for the first time the rotation and magnetic activity of tens of thousands of solar-like stars. In particular, despite its observational limitations, <italic>Kepler</italic> extended the number of old weakly active stars, like the Sun, with measured rotation and magnetic activity.</p>
<p>In this review, concerning <italic>Kepler</italic>, we focused mostly on the information from the rotation modulation and briefly on asteroseismic inferences. However, it is important to acknowledge that flares can also provide information on the magnetic activity of stars and the environment around them (e.g., <xref ref-type="bibr" rid="B51">Davenport, 2016</xref>; <xref ref-type="bibr" rid="B148">Notsu et al., 2019</xref>; <xref ref-type="bibr" rid="B225">Yang and Liu, 2019</xref>). We place the <italic>Kepler</italic> sample in the context of established or potential transitions in the evolution of rotation and magnetic activity of MS solar-like stars. <italic>Kepler</italic> revealed two unexpected transitions: the intermediate-<italic>P</italic>
<sub>rot</sub> gap and the WMB. The former is thought to be a transition in the stellar evolution related to the core-envelope coupling, while the physical mechanisms driving the latter are still under debate. One of the main reasons for this debate arises from observational limitations, because of the small number of stars in this regime with measured rotation periods, as these stars are weakly active and below the photometric threshold detection.</p>
<p>Stars are born with strong magnetic activity and rapid rotation rates. As they spin down due to magnetized winds, they eventually converge onto a narrow rotation sequence, transitioning from a saturated regime to an unsaturated regime in magnetic activity. <italic>Kepler</italic> however did not probe the saturated regime well, as most of its stars are relatively old. The transition between saturated and unsaturated regimes coincides roughly with the lower edge of the <italic>Kepler</italic> <italic>P</italic>
<sub>rot</sub> distribution (<italic>P</italic>
<sub>rot</sub> &#x223c; 8 days at <italic>T</italic>
<sub>eff</sub> &#x3d; 5000 K).</p>
<p>The unsaturated regime itself splits into different regimes separated by the intermediate-<italic>P</italic>
<sub>rot</sub> gap (<italic>P</italic>
<sub>rot</sub> &#x223c; 12 days at <italic>T</italic>
<sub>eff</sub> &#x3d; 5000 K). Currently, the most plausible hypothesis for this observed transition is the core-envelope coupling. This coupling would momentarily stall the surface spin-down due to the angular momentum transfer between the fast-rotating core and the slow-rotating envelope. This transition can also be noticed in the X-ray emission sample in <xref ref-type="bibr" rid="B223">Wright et al. (2011)</xref>, which was not established before.</p>
<p>In ground-based data, evidence of a possible gap or transition at intermediate magnetic activity has also been found, corresponding to the Vaughan-Preston (VP) gap (<italic>P</italic>
<sub>rot</sub> &#x223c; 30 days at <italic>T</italic>
<sub>eff</sub> &#x3d; 5000 K). Although there is no evidence of the VP gap in <italic>Kepler</italic> data, it cannot be discarded. On one hand, <italic>Kepler</italic> could support the case for observational bias and the nonexistence of such a gap. On the other hand, the 4-year timespan of <italic>Kepler</italic> observations may be insufficient to fully cover magnetic cycles, especially of solar analogs, leading to a cumulative dispersion that may be enough to conceal the VP gap. This shows the need for longer-term observations to reach a more complete knowledge of the magnetic activity.</p>
<p>The <italic>Kepler</italic> rotation distribution is characterized by a well-defined upper edge (<italic>P</italic>
<sub>rot</sub> &#x223c; 40 days at <italic>T</italic>
<sub>eff</sub> &#x3d; 5000 K), with the Sun lying near this edge. In recent years, signs of a change in stellar evolution around this edge have been found in seismic observations of solar-like stars, leading to the postulation of the weakening of magnetic braking (WMB). However, the WMB is still under debate, due to observational limitations arising from the hard-to-detect small-amplitude signals. In addition, instrumental artifacts hamper the recovery of rotation periods for slow rotators (e.g., <xref ref-type="bibr" rid="B33">Breton et al., 2021</xref>; <xref ref-type="bibr" rid="B174">Santos et al., 2021</xref>). If these artifacts can be better mitigated, it will be possible to extend the number of detections in this regime.</p>
<p>This review also shows that the observed behavior of the different activity proxies is similar. In spite of being sensitive to different layers of the stellar atmosphere and different magnetic features, the activity proxies still relate to each other. As a consequence, the well-established transitions in the stellar evolution are found in all. This also reinforces the validity of photometry to measure and investigate magnetic activity.</p>
<p>
<italic>Gaia</italic> has prompted an extraordinary expansion of the number of stars with known rotation and magnetic activity proxies, allowing these properties to be measured for several hundreds of thousands of stars. However, the parameter spaces of <italic>Kepler</italic> and <italic>Gaia</italic> samples do not overlap significantly. Indeed they are complementary: with <italic>Gaia</italic> it is possible to investigate young ultra-fast rotators, which were mostly absent from <italic>Kepler</italic> data. <italic>Gaia</italic> rotation sample yielded the discovery of ultra-fast rotators with unexpected weak magnetic activity. Furthermore, as can be seen above, it is also possible that some of the <italic>Gaia</italic> stars are crossing the intermediate-<italic>P</italic>
<sub>rot</sub> gap. Thus, in spite of the small sample size in this region of the parameter space, <italic>Gaia</italic> might also provide insights into this transition.</p>
<p>Currently, NASA&#x2019;s TESS (Transiting Exoplanet Survey Satellite; <xref ref-type="bibr" rid="B168">Ricker et al., 2014</xref>) is mostly sensitive to the fast strongly active rotators. Nevertheless, future TESS extended missions can expand the reach of this mission, but the photometric precision still will not allow the detection of small amplitude signals.</p>
<p>Future ESA&#x2019;s PLATO (PLAnetary Transits and Oscillations of stars; <xref ref-type="bibr" rid="B161">Rauer et al., 2014</xref>) mission, planned to be launched in 2026, will observe stars with high precision and continuously for at least 2 years. PLATO is expected to greatly increase the number of MS solar-like stars and subgiants with seismic detections. The relatively long-term observations will also allow us to measure rotation and magnetic activity both from rotational modulation due to active regions and from asteroseismology. However, as discussed above, one can argue that observations longer than 2 years are needed to provide a better characterization of magnetic activity. Still, thanks to its high precision, PLATO will be crucial in expanding the observational limit towards more weakly active slower rotators, moving the upper edge of the observed <italic>P</italic>
<sub>rot</sub> distribution towards longer <italic>P</italic>
<sub>rot</sub>, which is currently a major challenge in the field. This will provide more information on the rotation and magnetic-activity evolution beyond the age of the Sun, particularly in the regime of the proposed WMB. PLATO is also expected to increase the overlap between seismic and surface rotation samples, both by increasing seismic detections with high SNR and by pushing the detection limit of surface rotation. This overlap will provide complementary information about the stars, particularly accurate ages and different measures of magnetic activity and rotation. This will greatly improve our understanding of stellar evolution and also differential rotation. Moreover, PLATO will observe bright stars, which is a clear advantage in relation to <italic>Kepler</italic>, meaning that complementary ground-based spectroscopic observations will also be possible. This will allow having independent constraints on rotation and magnetic activity, as well as better characterization of the atmospheric parameters of the stars, namely, effective temperature and metallicity. Particularly, better metallicity measurements will help to improve our knowledge of the impact of chemical composition on the magnetic-activity and rotation evolution.</p>
<p>Having observations in different wavelengths will also bring complementary information on the magnetic activity in the different layers of the stellar atmosphere. Furthermore, while dark spots dominate in the passband of the photometric missions mentioned above at the rotation timescale (<xref ref-type="bibr" rid="B187">Shapiro et al., 2016</xref>; <xref ref-type="bibr" rid="B120">Li and Basri, 2024</xref>), in other wavelengths the bright facula or plage become the most prevalent. As these bright features live longer than spots, they have the potential to produce more stable signals. Therefore, moving away from the optical can increase the rotation yields for stars like the Sun and older (<xref ref-type="bibr" rid="B120">Li and Basri, 2024</xref>). Again, this will be particularly important to investigate the WMB and understand the evolution beyond the solar age. Still, long-term observations are required to properly characterize magnetic activity.</p>
<p>PLATO will also be important to investigate the existence of the VP gap, however, the smearing effect described above can be worse in the case of the 2-year observations (in comparison to the <italic>Kepler</italic> 4-year observations). PLATO will also provide more observations for stars around the intermediate-<italic>P</italic>
<sub>rot</sub> gap and perhaps provide better age constraints for these than what we had before. This can help us to better depict and understand the transition associated with this gap.</p>
<p>One of the most relevant applications of rotation and magnetic activity is age-dating stars. Asteroseismology provides the most precise way to estimate stellar ages, but it is available for a small number of stars. For example, magnetic activity is known to suppress the already small amplitudes of acoustic modes, making seismic detections not possible for relatively high activity levels. In contrast, the detection and characterization of rotation modulation thanks to active regions is easier for such active stars. In principle, this would allow us to provide stellar ages for a large number of stars through gyrochronology, magnetochronology, and/or gyromagnetochronology. However, one needs to better understand the evolution of rotation and magnetic activity. Therefore, unless we understand (or at the very least calibrate) all of these transitions discussed above, the power of age-dating using rotation and magnetic-activity proxies is heavily endangered (e.g., <xref ref-type="bibr" rid="B190">Silva-Beyer et al., 2023</xref>). Furthermore, a better understanding of stellar magnetism is also important for exoplanetary physics. Magnetic activity and rotation can disguise or even mimic planetary signals, hampering the detection and characterization of planets (e.g., <xref ref-type="bibr" rid="B159">Queloz et al., 2001</xref>; <xref ref-type="bibr" rid="B151">Oshagh et al., 2013</xref>; <xref ref-type="bibr" rid="B142">Meunier et al., 2020</xref>). Also, these stellar properties have a significant impact on the habitability of the planets, leading for example, to the loss of their atmospheres and shaping the orbital architecture of the systems (e.g., <xref ref-type="bibr" rid="B106">Kaltenegger, 2017</xref>; <xref ref-type="bibr" rid="B200">Strugarek, 2018</xref>; <xref ref-type="bibr" rid="B152">Owen, 2019</xref>). This also reinforces the need for reliable stellar ages, including those determined from rotation and/or magnetic activity, as they will shed light on the evolution of the planetary systems and on the evolution of exoplanet atmospheres.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author contributions</title>
<p>&#xc2;RGS: Conceptualization, Formal Analysis, Writing&#x2013;original draft. DG-R: Formal Analysis, Writing&#x2013;review and editing. AJF: Writing&#x2013;original draft. SM: Conceptualization, Writing&#x2013;review and editing. RAG: Conceptualization, Writing&#x2013;review and editing. SNB: Writing&#x2013;review and editing. A-MB: Conceptualization, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by Funda&#xe7;&#xe3;o para a Ci&#xea;ncia e a Tecnologia (FCT) through national funds and by Fundo Europeu de Desenvolvimento Regional (FEDER) through COMPETE2020&#x2013;Programa Operacional Competitividade e Internacionaliza&#xe7;&#xe3;o by these grants: UIDB/04434/2020 (DOI: 10.54499/UIDB/04434/2020), UIDP/04434/2020 (DOI: 10.54499/UIDP/04434/2020), &#x26; 2022.03993.PTDC (DOI: 10.54499/2022.03993.PTDC). ARGS acknowledges the support from the FCT through the work contract No. 2020.02480.CEECIND/CP1631/CT0001. DG-R and SM acknowledge support from the Spanish Ministry of Science and Innovation (MICINN) grant no. PID2019-107187GB-I00. AJF acknowledges support from the European Research Council (ERC) under the European Union&#x2019;s Horizon 2020 research and innovation programme (grant agreement No 810218 WHOLESUN). SM acknowledges support from the Spanish Ministry of Science and Innovation (MICINN) with the Ram&#xf3;n y Cajal fellowship no. RYC-2015-17697, PID 2019-107061GB-C66 for PLATO, and through AEI under the Severo Ochoa Centres of Excellence Programme 2020&#x2013;2023 (CEX2019-000920-S). RAG acknowledges the support from PLATO and GOLF CNES grants. SNB acknowledges support from PLATO ASI-INAF agreement n. 2015-019-R.1-2018. A-MB acknowledges the support from STFC consolidated grant ST/T000252/1.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<fn-group>
<fn id="fn1">
<label>1</label>
<p>KEPSEISMIC light curves were adopted in these works and are available on MAST (Mikulski Archive for Space Telescopes): DOI: <ext-link ext-link-type="uri" xlink:href="http://10.17909/t9-mrpw-gc07">10.17909/t9-mrpw-gc07</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://archive.stsci.edu/prepds/kepseismic/">https://archive.stsci.edu/prepds/kepseismic/</ext-link>.</p>
</fn>
<fn id="fn2">
<label>2</label>
<p>
<ext-link ext-link-type="uri" xlink:href="https://github.com/sczesla/PyAstronomy">https://github.com/sczesla/PyAstronomy</ext-link>
</p>
</fn>
<fn id="fn3">
<label>3</label>
<p>
<ext-link ext-link-type="uri" xlink:href="https://pyastronomy.readthedocs.io/en/latest/pyaslDoc/aslDoc/aslExt_1Doc/ramirez2005.html">https://pyastronomy.readthedocs.io/en/latest/pyaslDoc/aslDoc/aslExt_1Doc/ramirez2005.html</ext-link>
</p>
</fn>
</fn-group>
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