Review
Published
A review on advances in chemical compound toxicology prediction
Ahmed Hagag · Nada A. Elsayed · Ibrahim Abdelbaky
Frontiers in Bioinformatics
doi 10.3389/fbinf.2026.1974935
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Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 72 articles
Original Research
Published
Tornado damage prediction using machine learning
Zhuoshi Li · Nicoleta Cristea · Partha Sarkar · Dorothy Reed
Frontiers in Built Environment
doi 10.3389/fbuil.2026.1971791
Systematic Review
Published
Imaging biomarkers related to 18F-FDG PET/CT for predicting microvascular invasion in hepatocellular carcinoma: a systematic review and meta-analysis
Zhigang Li · Ke Gong · Ning Liu
Frontiers in Oncology
doi 10.3389/fonc.2026.1948193
Original Research
Published
CyberShield analytics: SHAP-guided stacking ensembles for organizational risk resilience
Sadiya Chowdhury · Abdullah Al Imtihan
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1878587
Original Research
Published
Explainable AI in educational data mining: LightGBM and SHAP for enhancing learner performance prediction
Zakaria Alj · Anas Bouayad
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1954446
Original Research
Published
AHAT-Fin: an adaptive hybrid attention and market-state-aware framework for financial time-series forecasting
Yingli Gong · Dongdong Lv · Zhijian Duan
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1975632
Original Research
Published
A systematic benchmarking pipeline for demand forecasting and inventory-aware supply chain decision support
Suleiman Ali Alsaif
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1936360
Original Research
Published
Machine learning-based modeling of soil respiration components across four forest types in a subtropical mountainous forest with implications for modeling strategies and hydrothermal controls
Nan Deng · Yaqin Xiao · Fengfeng Ma · Yuxin Tian
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1972229
Review
Published
From image biomarkers to treatment decisions: multimodal AI and clinical translation in gynecologic oncology
Mohamad Bakir · Mohammad Khaldoun Al Masri · Yousef Mushtaha · Narmeen Shaikh · Mohammed Raddaoui · Khalid Said Mohammad
Frontiers in Oncology
doi 10.3389/fonc.2026.1960963
Original Research
Published
Association between changes in obesity- and lipid-related indices and the risk of cardiovascular disease: a prospective cohort study in Northwest China
Jinlong You · Wu Ding · Xue Wang · Jing Tang · Xiuqian Li · Rui Wang · Yuanyuan Li · Yana Bai · Minzhen Wang · Shan Zheng
Frontiers in Endocrinology
doi 10.3389/fendo.2026.1975120
Original Research
Published
Integrated hs-cTnI, global longitudinal strain, and coronary artery calcium for risk stratification of anthracycline-related cardiac dysfunction in multiple myeloma
Xueshan Zhang · Zongliang Yu
Frontiers in Cardiovascular Medicine
doi 10.3389/fcvm.2026.1830462
Original Research
Published
Optimizing temperature prediction in automotive lithium-ion battery discharge cycles using machine learning and SHAP analysis
Anuj Prajapati · Sandeep G. Thorat · Gajanan Pradhan · Swapnil Gund · Prashant Paraye · Vardan Singh
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1949090
Original Research
Published
Spatial assessment of soil degradation under intensive agricultural pressure in the central loess plateau
Xiandong Hou · Tao Bai
Frontiers in Environmental Science
doi 10.3389/fenvs.2026.1940953
Original Research
Published
Integrating Mendelian randomization with single-cell and spatial transcriptomics to investigate gut microbiota-associated genetic signals and molecular characteristics in prostate cancer
Chenjie Qiu · Huilin Zhang · Zongmin Du · Yuan Gao · Liangliang Dai
Frontiers in Cellular and Infection Microbiology
doi 10.3389/fcimb.2026.1899354
Original Research
Published
Nutritional indicator-based prediction model for esophagogastric variceal bleeding in cirrhosis using XGBoost and SHAP
Dan Zhao · Zhifang Fan · Yujie Yan · Qiaoli Guo · Qianqian Xu · Zhifen Hao · Huifang Huang
Frontiers in Nutrition
doi 10.3389/fnut.2026.1911832
Systematic Review
Published
Voice and speech as digital biomarkers of mental health: a scoping review of clinical interpretability, data collection and translational readiness
Ralph Justin Uy · Ibrahim Shaaban · Angel Arnaout
Frontiers in Digital Health
doi 10.3389/fdgth.2026.1964389
Original Research
Published
Optimizing multi-class intrusion detection in IIoT: advanced feature selection using grey wolf optimizer and machine learning classifiers
Ibrahim Al-Shibly · Llorenç Burgas · Joaquim Massana
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932015
Original Research
Published
An interpretable machine learning model for MRI-based morphological classification of lumbar disc herniation using functional biomechanical features
Guanghui Yuan · Can Cui · Yong Xu · Bin Xue
Frontiers in Bioengineering and Biotechnology
doi 10.3389/fbioe.2026.1856872
Original Research
Published
Mechanism of luteolin in treating chronic heart failure by regulating HIF-1 signaling pathway-mediated mitochondrial damage to inhibit cardiomyocyte apoptosis
Weiqi Shi · Zhide Zhu · Junshen Lu · Meiling Tang · Yan Pang · Zhilin Peng · Jie Lu · Puwei Huang · Shanyun Zou · Jiaji Wu · Yarou Tu · Chunmei Fan · Yuyun Gan · Lihui Hu · Qi Lin · Liuqin Qin · Rusheng Shi · Fei Zhong · Yuxuan Shen · Jianqi Lu
Frontiers in Cell and Developmental Biology
doi 10.3389/fcell.2026.1977166
Original Research
Published
Prognostic value of oedema findings on head CT in traumatic brain injury following road traffic accidents
Diyou Chen · Wei Ma · Li Zhan · Hui Zhao · Kunlin Xiong
Frontiers in Radiology
doi 10.3389/fradi.2026.1941750
Original Research
Published
Effects of mapping units on landslide susceptibility assessment: a comparative analysis of slope units and raster cells
Hongqiang Su · Kun Zhao · Bingbing Lei · Erdeng Ai · Jiangao Zhang · Jiangang Chen · Ping Zheng · Luxu Shi
Frontiers in Earth Science
doi 10.3389/feart.2026.1931888
Original Research
Published
UAV-based RGB imagery and supervised–unsupervised machine learning for estimating sorghum biomass and grain yield under water and nitrogen stress
Anoop Valiya Veettil · Ripendra Awal · Ali Fares · Binita Thapa · Almoutaz Elhassan · Atikur Rahman
Frontiers in Environmental Science
doi 10.3389/fenvs.2026.1928610
Original Research
Published
STRIVE: interpretable multimodal subtype discovery in Women’s cancers using an attention-weighted joint variational autoencoder
Zunaira Mehmood · Divya Sharma
Frontiers in Bioinformatics
doi 10.3389/fbinf.2026.1901464
Original Research
Published
A novel matrix multiplication framework for modeling genotype-by-environment interaction in genomic prediction
Osval A. Montesinos-López · Abelardo Montesinos-López · Cricelio Montesinos-Lopez · José Crossa · Jaime Cuevas · Susanne Dreisigacker · Carlos M. Hernández Suárez · Rodomiro Ortiz
Frontiers in Genetics
doi 10.3389/fgene.2026.1961511
Original Research
Published
An XGBoost–logistic regression hybrid stacking model for breast cancer outcome prediction
Oyetayo Oyebisi · Winnie Chacha · Femi Amoyedo
Frontiers in Applied Mathematics and Statistics
doi 10.3389/fams.2026.1931146
Original Research
Published
Decentralized blockchain governance for explainable causal AI in macroeconomic forecasting
Oumaima Abouzaid · Faouzi Boussedra
Frontiers in Blockchain
doi 10.3389/fbloc.2026.1883639
Original Research
Published
Mechanical strength prediction of steel fiber-reinforced recycled aggregate concrete: model accuracy and key influencing parameters
Wafaa Abbas Hasan · Alaa Jaleel Naji · Ali Jaafar Dakhil · Wael Hamd · Firas Barraj · Ali Jahami
Frontiers in Built Environment
doi 10.3389/fbuil.2026.1952751
Original Research
Published
Machine learning driven optimization of biofuel powered urban mobility for cleaner and smarter cities
Ritu Chauhan · Devanshi Thakur · Megat F. Zuhairi · Vivek Kumar Gaur
Frontiers in Sustainable Cities
doi 10.3389/frsc.2026.1906890
Systematic Review
Published
Predictive accuracy of peptide–target interaction models in drug discovery: a systematic review and meta-analysis
William J. Waldock · Ahmad Guni · Ara Darzi · Cesar de la Fuente-Nunez · Hutan Ashrafian
Frontiers in Drug Discovery
doi 10.3389/fddsv.2026.1894745
Original Research
Published
Modeling forest soil organic carbon dynamics under seasonal freeze–thaw cycles: implications for carbon sequestration in cold-region forest ecosystems
Tong Gao · Xingyu Jiang · Jiaqi Zhou · Yaoxiang Li · Xibin Dong
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1939588
Original Research
Published
Infant mortality across EU health systems: heterogeneity encoding, fixed effects regression, and machine learning in a small macro panel
Ecmel Kisa · Adnan Kisa
Frontiers in Health Services
doi 10.3389/frhs.2026.1893109
Review
Published
Reproductive performance and predictive models for litter size in sows: a narrative review
Gladness Ntshehi · Khathutshelo Agree Nephawe · Peter Ayodeji Idowu · Takalani Judas Mpofu
Frontiers in Animal Science
doi 10.3389/fanim.2026.1896800
Original Research
Published
Artificial intelligence modeling of small molecule pharmaceutical solubility in supercritical fluid and comparative analysis under temperature and pressure variations
Haolin Wu · Hadil Faris Alotaibi · Ahmed Salah Fahem · Saeed Shirazian
Frontiers in Chemistry
doi 10.3389/fchem.2026.1947884
Original Research
Published
Palmitoylation-related lncRNAs link molecular signaling, immune remodeling, and tumor progression in glioma: prognostic modeling and functional validation of LYRM4-AS1
Juan Xu · Chen Zhang · Lingling Pu · Xiaoyang Zhu · Xiaoan Sheng · Juanjuan Dong · Miaomiao Song · Chao Wang
Frontiers in Molecular Neuroscience
doi 10.3389/fnmol.2026.1901839
Original Research
Published
Evaluation of functional annotation-informed and ancestry-specific polygenic risk scores for ischemic stroke
Nicole D. Armstrong · Vinodh Srinivasasainagendra · Amit Patki · Lavanya Pilla · Chad Aldridge · Alana C. Jones · Ulrich Broeckel · Ethan M. Lange · Leslie A. Lange · Pankaj Arora · Nita A. Limdi · Hirotaka Iwaki · Lana Sargent · Joohyun Kim · Maggie C. Y. Ng · Josep M. Mercader · Keith L. Keene · Bradford B. Worrall · Hemant K. Tiwari · Marguerite R. Irvin
Frontiers in Bioinformatics
doi 10.3389/fbinf.2026.1875388
Original Research
Published
Evaluating climate-driven agricultural suitability models for adaptation planning: stakeholder insights from British Columbia
Vali Vakhshoori · Robert Newell · Alesandros Glaros
Frontiers in Climate
doi 10.3389/fclim.2026.1928659
Original Research
Published
Occurrence-based models reveal greater spatial details in tropical species richness
Ubirajara Oliveira · Britaldo Silveira Soares-Filho
Frontiers in Ecology and Evolution
doi 10.3389/fevo.2026.1927830
Original Research
Published
A study on the spatial assessment of site quality in the Manas River Basin based on the site index
Zhongqiong Zhao · Mei Zan · Lili Zhai · Jia Zhou · Jian Ke · Yuting Zhao · Ruilian Yuan · Chenyang Gan · Jimei Li
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1923592
Original Research
Published
Revealing spatial inequalities in flood exposure across São Paulo State, Brazil
Manuel Mendoza Colos · Luca Calçada Dolim Marote · Guilherme Palermo Coelho · Ana Elisa Silva de Abreu · Saket Pande · Shasha Han · Murilo Cesar Lucas
Frontiers in Water
doi 10.3389/frwa.2026.1857531
Original Research
Published
The topology of a family tree graph and its members’ satisfaction with one another: a machine learning approach
Teddy Lazebnik · Amit Yaniv-Rosenfeld
Frontiers in Human Dynamics
doi 10.3389/fhumd.2026.1744764
Original Research
Published
Robust discharge coefficient modeling in triangular weirs via an enhanced Adam-optimized BP network
Guorui Zeng · Maosen Xu · Yucheng Zheng
Frontiers in Water
doi 10.3389/frwa.2026.1890874
Original Research
Published
Bayesian Youden index for algorithmic evaluation under class imbalance: mathematical foundations with applications to insulin resistance and diabetes progression
Aquiles Darghan · Ariel Iván Ruiz-Parra · Jorge Eduardo Caminos · Nair González · Kevin Darghan · Sofia Alexandra Caminos Cepeda
Frontiers in Epidemiology
doi 10.3389/fepid.2026.1839151
Original Research
Published
UAV multisensor data and GAMLSS improve forage biomass estimation in Cerrado integrated crop–livestock pastures
Gabriella Santos Arruda de Lima · Manuel Eduardo Ferreira · Luis Rodrigo Fernandes Baumann · Fernanda Mara Cunha Freitas · Pedro Luiz Oliveira Almeida Machado · Antônio Vitor Resende Silva · Selma Nakamoto Koakuzu · Mellissa Ananias Soler da Silva · Márcia Thaís Melo Carvalho · Micael Moreira Santos · Beata Emoke Madari
Frontiers in Agronomy
doi 10.3389/fagro.2026.1923984
Original Research
Published
Retrospective study of association between Plasmodium falciparum malaria density and platelet count at Presbyterian Hospital, Agogo
Theophilus Arthur-Gyimah · Doreen Asantewa Abeasi · Frank Bediako Agyei · Stephen Owusu Apau · Josephine Yeboah Agyapong
Frontiers in Malaria
doi 10.3389/fmala.2026.1875477
Original Research
Published
A cognitively inspired feature-level fusion framework for interpretable retail sales forecasting using integration of extreme gradient boost machine, artificial neural network and attention mechanism model
Munienge Mbodila · Omobayo Ayokunle Esan
Frontiers in Big Data
doi 10.3389/fdata.2026.1889044
Original Research
Published
A generalized supervised contrastive learning framework for integrative multi-omics prediction models
Sen Yang · Shidan Wang · Yiqing Wang · Ruichen Rong · Bo Li · Andrew Y. Koh · Guanghua Xiao · Qiwei Li · Dajiang Liu · Xiaowei Zhan
Frontiers in Microbiomes
doi 10.3389/frmbi.2026.1825540
Original Research
Published
Spectral analysis and AI/ML-based data-driven approaches for enhanced protein conformation selection and prediction in drug discovery
Shivangi Gupta · Vineetha Menon · Jerome Baudry
Frontiers in Drug Discovery
doi 10.3389/fddsv.2026.1805731
Original Research
Published
Estimating forest aboveground carbon stock from remote sensing data with an enhanced XGBoost model
Chenfei Shi · Cui Jia · Linghan Gao · Qi Liu · Haonan Wang · Mengyu Xu
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1877406