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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Artif. Intell.</journal-id>
<journal-title>Frontiers in Artificial Intelligence</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Artif. Intell.</abbrev-journal-title>
<issn pub-type="epub">2624-8212</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">614245</article-id>
<article-id pub-id-type="doi">10.3389/frai.2021.614245</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Artificial Intelligence</subject>
<subj-group>
<subject>Correction</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Corrigendum: A Frequency-Domain Machine Learning Method for Dual-Calibrated fMRI Mapping of Oxygen Extraction Fraction (OEF) and Cerebral Metabolic Rate of Oxygen Consumption (CMRO<sub>2</sub>)</article-title>
<alt-title alt-title-type="left-running-head">Germuska et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Corrigendum: CMRO<sub>2</sub> Frequency-Domain Machine Learning</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Germuska</surname>
<given-names>Michael</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/682871/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chandler</surname>
<given-names>Hannah Louise</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/500411/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Okell</surname>
<given-names>Thomas</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fasano</surname>
<given-names>Fabrizio</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tomassini</surname>
<given-names>Valentina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/206561/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Murphy</surname>
<given-names>Kevin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/53594/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wise</surname>
<given-names>Richard G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/387104/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Cardiff University Brain Research Imaging Centre (CUBRIC), Department of Psychology, Cardiff University, <addr-line>Cardiff</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>FMRIB, Nuffield Department of Clinical Neurosciences, Wellcome Centre for Integrative Neuroimaging, University of Oxford, <addr-line>Oxford</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Siemens Healthcare Ltd., <addr-line>Camberley</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff4">
<label>
<sup>4</sup>
</label>Division of Psychological Medicine and Clinical Neurosciences, Cardiff University School of Medicine, <addr-line>Cardiff</addr-line>, <country>United&#x20;Kingdom</country>
</aff>
<aff id="aff5">
<label>
<sup>5</sup>
</label>Department of Neuroscience, Imaging and Clinical Sciences, &#x201c;G. D&#x2019;Annunzio University&#x201d; of Chieti-Pescara, <addr-line>Chieti</addr-line>, <country>Italy</country>
</aff>
<aff id="aff6">
<label>
<sup>6</sup>
</label>Institute for Advanced Biomedical Technologies, &#x201c;G. D&#x2019;Annunzio University&#x201d; of Chieti-Pescara, <addr-line>Chieti</addr-line>, <country>Italy</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/625461/overview">Shuihua Wang</ext-link>, University of Leicester, United&#x20;Kingdom</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/1167804/overview">Daniel Bulte</ext-link>, University of Oxford, United&#x20;Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Michael Germuska, <email>germuskam@cardiff.ac.uk</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Medicine and Public Health, a section of the journal Frontiers in Artificial Intelligence</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>07</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>4</volume>
<elocation-id>614245</elocation-id>
<history>
<date date-type="received">
<day>05</day>
<month>10</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>06</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Germuska, Chandler, Okell, Fasano, Tomassini, Murphy and Wise.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Germuska, Chandler, Okell, Fasano, Tomassini, Murphy and Wise</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&#x20;terms.</p>
</license>
</permissions>
<related-article id="RA1" related-article-type="corrected-article" journal-id="Front Endocrinol (Lausanne)" journal-id-type="nlm-ta" xlink:href="10.3389/frai.2020.00012" ext-link-type="doi">A Corrigendum on <article-title>A Frequency-Domain Machine Learning Method for Dual-Calibrated fMRI Mapping of Oxygen Extraction Fraction (OEF) and Cerebral Metabolic Rate of Oxygen Consumption (CMRO<sub>2</sub>)</article-title> by Germuska M., Chandler H., Okell T., Fasano F., Tomassini V., Murphy K., Wise R. G. (2020). Front. Artif. Intell. 3:12. doi: <object-id>10.3389/frai.2020.00012</object-id>
</related-article>
<kwd-group>
<kwd>calibrated-fMRI</kwd>
<kwd>oxygen extraction fraction</kwd>
<kwd>CMRO<sub>2</sub>
</kwd>
<kwd>OEF</kwd>
<kwd>machine learning</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<p>In the original article, there was a mistake in <xref ref-type="table" rid="T3">Table&#x20;3</xref> as published. The labels for [Hb] and OEF<sub>0</sub> were swapped. The corrected <xref ref-type="table" rid="T3">Table&#x20;3</xref> appears&#x20;below.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Results of a bivariate regression of OEF<sub>0</sub> against CBF<sub>0</sub> and [Hb] for 30 healthy volunteers analyzed with the ML (ensemble of MLPs) and rNLS fitting methods.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Predictor</th>
<th align="center">ML &#x3b2;1 (p value)</th>
<th align="center">rNLS &#x3b2;1 (p value)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">[Hb]</td>
<td align="char" char="(">&#x2212;1.42 (0.001)</td>
<td align="char" char="(">&#x2212;2.23 (0.001)</td>
</tr>
<tr>
<td align="left">CBF</td>
<td align="char" char="(">&#x2212;0.07 (0.44)</td>
<td align="char" char="(">&#x2212;0.37 (0.005)</td>
</tr>
<tr>
<td align="left">Intercept</td>
<td align="char" char="(">61.95 (&#x3c;0.001)</td>
<td align="char" char="(">89.48 (&#x3c;0.001)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In the original article, there was an error. Reference to <xref ref-type="table" rid="T3">Table&#x20;3</xref> in the text had the labels for [Hb] and OEF<sub>0</sub> swapped. A correction has been made to <bold>Results</bold>, <bold>
<italic>In-vivo</italic>
</bold>, paragraph&#x20;5:</p>
<p>&#x201c;<xref ref-type="table" rid="T3">Table&#x20;3</xref> reports the results of a bivariate regression of OEF against [Hb] and CBF for both analysis methods. The slopes of the relationship between OEF and [Hb] are similar to that reported in healthy subjects by Ibaraki et&#x20;al. (2010), &#x2212;1.75 Hb (g/dL). As per Ibaraki et&#x20;al. the relationship between CBF and OEF did not reach significance (<italic>p</italic>&#x20;&#x3d; 0.44) for the ML approach, however a significant negative correlation was observed in the rNLS analysis (<italic>p</italic>&#x20;&#x3d; 0.005). A univariate analysis of CMRO2,0 against CBF0 is consistent with that observed in healthy controls by Powers et&#x20;al. (2011) (&#x3b2;1 &#x3d; 0.2) for both analysis methods, &#x3b2;1 &#x3d; 0.32 (<italic>p</italic>&#x20;&#x3c; 0.001) and &#x3b2;1 &#x3d; 0.24 (<italic>p</italic>&#x20;&#x3c; 0.001) for the ML and rNLS approaches respectively.&#x201d;</p>
<p>The authors apologize for these errors and state that this does not change the scientific conclusions of the article in any way. The original article has been updated.</p>
</body>
</article>