Original ResearchPublished 12 October 2026Explainable machine learning integrating CT-derived intratumoral heterogeneity for histological subtype prediction in pure ground-glass lung adenocarcinoma: multicenter validation and transcriptomic characterizationYing Deng · Jiajun Liu · Dinghua Li · Bingyi Zhang · Bin Xiang · Wanyin Qi · Sanhong ZhangFrontiers in Molecular Biosciencesdoi 10.3389/fmolb.2026.1958127
Original ResearchPublished 12 October 2026Explainable machine learning for identifying high-risk Alzheimer's disease and key health characteristics among community-dwelling adultsHuanhuan Zhao · Bai Qin · Zengli Zou · Pingjing WenFrontiers in Public Healthdoi 10.3389/fpubh.2026.1943300
Original ResearchPublished 9 October 2026Development and external validation of an explainable machine learning model for identifying depressive symptoms in middle-aged and older adults with low haemoglobin: a prediction-model studyQilong Wang · Juan He · Siheng Ma · Jianpeng Zhao · Jingjing Zong · Dongmei Ma · Sha Liu · Lei Zhang · Xin Qi · Dongrong ZhaoFrontiers in Nutritiondoi 10.3389/fnut.2026.1846276
Original ResearchPublished 9 October 2026Explainable machine learning for preoperative prediction of acute kidney injury after intertrochanteric fracture surgery in older adultsWeizhang Lin · Ximing Lin · Hongpeng GaoFrontiers in Medicinedoi 10.3389/fmed.2026.1961926
Original ResearchPublished 8 October 2026Explainable machine learning–based prediction of postoperative pulmonary infection after aneurysmal subarachnoid hemorrhage clipping and exploratory analysis of enteral nutrition timing: a dual-cohort retrospective studyLin Li · Xiang Li · Shufang ShiFrontiers in Neurologydoi 10.3389/fneur.2026.1873566
Original ResearchPublished 7 October 2026DepressNet: an interpretable machine learning framework for depression severity stratification using psychometric dataAnika Rahman · Fahmid Al Farid · Md Humaion Kabir Mehedi · Jia Uddin · Hezerul Bin Abdul KarimFrontiers in Computer Sciencedoi 10.3389/fcomp.2026.1901490
Original ResearchPublished 7 October 2026Explainable detection of depression in Arabic tweets: identifying clinically meaningful linguistic markers using SHAPErfan Salehi · Maryam Raissi · Amirhossein Rasouli · Wajdi ZaghouaniFrontiers in Artificial Intelligencedoi 10.3389/frai.2026.1917139
Original ResearchPublished 2 October 2026An explainable machine learning model based on multidimensional task-state electroencephalography for identifying attention-deficit/hyperactivity disorder comorbid developmental dyslexiaKeduo Huang · Pengxiang Zuo · Xuemei Luo · Chun Ji · Fang Yang · Yuhao Huang · Xiaole WangFrontiers in Human Neurosciencedoi 10.3389/fnhum.2026.1976311
Original ResearchPublished 17 September 2026Entropy-driven machine learning for deciphering mRNA rearrangement by splicing in complex microorganismsAlessio Mancini · Emanuela Merelli · Marco Piangerelli · Sandra Pucciarelli · Leonardo VitoFrontiers in Bioinformaticsdoi 10.3389/fbinf.2026.1889469
ReviewPublished 11 September 2026Explainable machine learning for predicting treatment outcomes in female genital schistosomiasis and HIV co-morbidity: a narrative review and translational frameworkDavid Chinaecherem Innocent · Rejoicing Chijindum Innocent · Increase Praise InnocentFrontiers in Tropical Diseasesdoi 10.3389/fitd.2026.1894145
ReviewPublished 17 July 2026Toward explainable and adaptive artificial intelligence systems for antimicrobial peptide discovery under resistance pressureAna Luisa Islas-Ávila · Julián García-Vinuesa · Nicole Soto-García · Michelle Soto-García · Bárbara Gutiérrez-Cárdenas · Alejandro Inostroza-Munoz · Mehdi D. Davari · Leandro Murgas · Roberto Uribe-Paredes · Alicia Martínez-Rebollar · Julieta Sepulveda-Yañez · David Medina-OrtizFrontiers in Drug Discoverydoi 10.3389/fddsv.2026.1820604
Complex SystemsPublished 30 June 2025Exploring interconnections among atoms, brain, society, and cosmos with network science and explainable machine learningDaniele Caligiore · Anna Monreale · Giulio Rossetti · Angela Bongiorno · Giuseppe FisicaroFrontiers in Complex Systemsdoi 10.3389/fcpxs.2025.1604132
