Feature Importance | List of Frontiers open access articles

Original Research

Published on 17 Jan 2025

Feature importance analysis of solar flares and prediction research with ensemble machine learning models

in Space Physics

Yun Yang

Frontiers in Astronomy and Space Sciences

doi 10.3389/fspas.2024.1509061

2,196 views
2 citations

Original Research

Published on 26 Mar 2025

Explainable AI-based feature importance analysis for ovarian cancer classification with ensemble methods

in Digital Public Health

Ashwini Kodipalli
V. Susheela Devi
Shyamala Guruvare
Taha Ismail

Frontiers in Public Health

doi 10.3389/fpubh.2025.1479095

3,539 views
9 citations

Original Research

Published on 25 Jun 2025

Feature importance of climate vulnerability indicators with gradient boosting across five global cities

in Climate Mobility

Lidia Cano Pecharroman
Melissa Oberon Tier
Elke U. Weber

Frontiers in Climate

doi 10.3389/fclim.2025.1521507

1,656 views
1 citation

Original Research

Published on 23 Sep 2022

Feature importance network reveals novel functional relationships between biological features in Arabidopsis thaliana

in Technical Advances in Plant Science

Jonathan Wei Xiong Ng
Swee Kwang Chua
Marek Mutwil

Frontiers in Plant Science

doi 10.3389/fpls.2022.944992

2,565 views
4 citations

Original Research

Published on 24 Sep 2024

Feature importance for estimating rating of perceived exertion from cardiorespiratory signals using machine learning

in Sports Science, Technology and Engineering

Runbei Cheng
Phoebe Haste
Elyse Levens
Jeroen Bergmann

Frontiers in Sports and Active Living

doi 10.3389/fspor.2024.1448243

2,340 views
3 citations

Original Research

Published on 17 Nov 2022

Climate-informed monthly runoff prediction model using machine learning and feature importance analysis

in Atmosphere and Climate

Lei Yan
Qingwen Lei
Cong Jiang
Pengtao Yan
Zheng Ren
Bin Liu
Zhangjun Liu

Frontiers in Environmental Science

doi 10.3389/fenvs.2022.1049840

5,037 views
42 citations

Original Research

Published on 23 May 2025

Relationship between growth mindset and competitive motivation: a moderated parallel mediation model and feature importance analysis

in Sport Psychology

Junchen Deng
Zhipeng Wang
Haiwei Chen
Bo Song

Frontiers in Psychology

doi 10.3389/fpsyg.2025.1576649

5,584 views
2 citations

Original Research

Published on 18 Feb 2026

Prediction of the compressive strength of tailings backfill using an EO-LightGBM model: performance comparison and feature importance analysis

in Geohazards and Georisks

Li Tang
Xiaoliang Zhang

Frontiers in Earth Science

doi 10.3389/feart.2025.1758600

381 views

Original Research

Published on 26 Sep 2025

Optimizing C-TIRADS for sub-centimeter thyroid nodules using machine learning–derived feature importance

in Thyroid Endocrinology

Dongming Guo
Zhihui Lin
Jiajia Wang
Xianying Liao
Haiqing Huang
Yuxia Zhai
Zhe Chen

Frontiers in Endocrinology

doi 10.3389/fendo.2025.1668347

3,596 views

Correction

Published on 31 Oct 2025

Correction: Optimizing C-TIRADS for sub-centimeter thyroid nodules using machine learning–derived feature importance

in Thyroid Endocrinology

Dongming Guo
Zhihui Lin
Jiajia Wang
Xianying Liao
Haiqing Huang
Yuxia Zhai
Zhe Chen

Frontiers in Endocrinology

doi 10.3389/fendo.2025.1718347

899 views

Review

Published on 23 Oct 2024

Towards verifiable cancer digital twins: tissue level modeling protocol for precision medicine

in Computational Physiology and Medicine

Sharvari Kemkar
Mengdi Tao
Alokendra Ghosh
Georgios Stamatakos
Norbert Graf
Kunal Poorey
Uma Balakrishnan
Nathaniel Trask
Ravi Radhakrishnan

Frontiers in Physiology

doi 10.3389/fphys.2024.1473125

6,983 views
25 citations

Original Research

Published on 21 Feb 2025

Use of CatBoost algorithm to identify the need for surgery in infants with necrotizing enterocolitis

in Pediatric Surgery

Xinyun Jin
Wenqiang Sun
Yihui Li
Yinglin Su
Lingqi Xu
Xueping Zhu

Frontiers in Pediatrics

doi 10.3389/fped.2025.1465278

2,103 views
1 citation

Original Research

Published on 04 Oct 2023

Deep learning strategy for small dataset from atomic force microscopy mechano-imaging on macrophages phenotypes

in Biomechanics

Hao Wu
Lei Zhang
Banglei Zhao
Wenjie Yang
Massimiliano Galluzzi

Frontiers in Bioengineering and Biotechnology

doi 10.3389/fbioe.2023.1259979

4,803 views
9 citations

Original Research

Published on 13 Sep 2021

Data-Driven Prediction of Fatigue in Parkinson’s Disease Patients

in Medicine and Public Health

Dong Goo Lee
Adrian Lindsay
Adam Yu
Samantha Neilson
Kristen Sundvick
Ella Golz
Liam Foulger
Maryam Mirian
Silke Appel-Cresswell

Frontiers in Artificial Intelligence

doi 10.3389/frai.2021.678678

3,615 views
5 citations

Original Research

Published on 02 Feb 2024

Who can benefit from postmastectomy radiotherapy among HR+/HER2- T1-2 N1M0 breast cancer patients? An explainable machine learning mortality prediction based approach

in Cancer Endocrinology

Long Jin
Qifan Zhao
Shenbo Fu
Yuan Zhang
Shuhan Wu
Xiao Li
Fei Cao

Frontiers in Endocrinology

doi 10.3389/fendo.2024.1326009

3,435 views
3 citations

Original Research

Published on 14 Aug 2024

A dual-radiomics model for overall survival prediction in early-stage NSCLC patient using pre-treatment CT images

in Radiation Oncology

Rihui Zhang
Haiming Zhu
Minbin Chen
Weiwei Sang
Ke Lu
Zhen Li
Chunhao Wang
Lei Zhang
Fang-Fang Yin
Zhenyu Yang

Frontiers in Oncology

doi 10.3389/fonc.2024.1419621

3,522 views
6 citations

Articles

Feature importance analysis of solar flares and prediction research with ensemble machine learning models

Explainable AI-based feature importance analysis for ovarian cancer classification with ensemble methods

Feature importance of climate vulnerability indicators with gradient boosting across five global cities

Feature importance network reveals novel functional relationships between biological features in Arabidopsis thaliana

Feature importance for estimating rating of perceived exertion from cardiorespiratory signals using machine learning

Climate-informed monthly runoff prediction model using machine learning and feature importance analysis

Relationship between growth mindset and competitive motivation: a moderated parallel mediation model and feature importance analysis

Prediction of the compressive strength of tailings backfill using an EO-LightGBM model: performance comparison and feature importance analysis

Optimizing C-TIRADS for sub-centimeter thyroid nodules using machine learning–derived feature importance

Correction: Optimizing C-TIRADS for sub-centimeter thyroid nodules using machine learning–derived feature importance

Towards verifiable cancer digital twins: tissue level modeling protocol for precision medicine

Use of CatBoost algorithm to identify the need for surgery in infants with necrotizing enterocolitis

Deep learning strategy for small dataset from atomic force microscopy mechano-imaging on macrophages phenotypes

Data-Driven Prediction of Fatigue in Parkinson’s Disease Patients

Who can benefit from postmastectomy radiotherapy among HR+/HER2- T1-2 N1M0 breast cancer patients? An explainable machine learning mortality prediction based approach

A dual-radiomics model for overall survival prediction in early-stage NSCLC patient using pre-treatment CT images