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
Library
Articles
Every article on Frontiers is peer reviewed, permanently archived and free to read.
Showing 37 articles
Original Research
Published
Explainable machine learning for preoperative prediction of acute kidney injury after intertrochanteric fracture surgery in older adults
Weizhang Lin · Ximing Lin · Hongpeng Gao
Frontiers in Medicine
doi 10.3389/fmed.2026.1961926
Review
Published
A comprehensive review of AI-driven water-quality monitoring and prediction: advances, challenges, and future directions
K. Yukesh Kumar · P. Kumaresan
Frontiers in Water
doi 10.3389/frwa.2026.1946412
Original Research
Published
Machine learning approaches for phishing detection and cybersecurity awareness in digital infrastructure
Parves Alam · Md Azizul Rahaman · Jubayer Uddin Shamim · Shakhawat Hossain Refat · Wali Ahmed · Pappu Roy · Shaon Reza · Samuel Kim
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1875321
Systematic Review
Published
Artificial intelligence, explainable deep learning, and generative models for osteoporosis and bone disease prediction: a systematic review and future research roadmap
M. Raja · Avulapalli Jayaram Reddy
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1930437
Original Research
Published
Machine learning based multimodel prediction of poor wellbeing, generalized anxiety disorder, and insomnia among adults in Indian urban informal settlements: toward explainable digital mental health screening
Rupeshkumar Deshmukh · Sudhanshu Mahajan · Reva Wani
Frontiers in Digital Health
doi 10.3389/fdgth.2026.1935205
Review
Published
Explainable artificial intelligence (XAI) in schizophrenia: enhancing transparency in clinical decision-making
Kshitij Srivastava · Ruby Srivastava
Frontiers in Systems Biology
doi 10.3389/fsysb.2026.1898853
Original Research
Published
Feedback-enabled digital twin and explainable artificial intelligence framework for predictive resilience and adaptive decision-making in disrupted supply chains
Charles Onyeka Nwamekwe · Nkemakonam Chidiebube Igbokwe · Ifeanyichukwu Benjamin Unigwe
Frontiers in Sustainability
doi 10.3389/frsus.2026.1907543
Original Research
Published
A multi-source empirical audit of blockchain and DeFi: concentration, intelligent agents, and mechanism design
William Villegas-Ch · Aracely Mera Navarrete · Rommel Gutierrez · Paul Sarango-Lalangui
Frontiers in Blockchain
doi 10.3389/fbloc.2026.1949598
Original Research
Published
Structurally restricted message-passing within shallow architectures for explainable network-level brain decoding on small cohorts
José Diogo Marques dos Santos · Maria Beatriz Ramos · Luís Paulo Reis · José Paulo Marques dos Santos · Bruno Direito
Frontiers in Behavioral Neuroscience
doi 10.3389/fnbeh.2026.1833995
Original Research
Published
A context-aware and human-centered framework for road safety assessment using semantic scene understanding
Imad Tbaileh · Ahmed Radwan · Oroob Yaseen · Mohammed Elhenawy · Huthaifa I. Ashqar · Rashed Isam Ashqar
Frontiers in Future Transportation
doi 10.3389/ffutr.2026.1920858
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
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
Review
Published
Explainable machine learning for predicting treatment outcomes in female genital schistosomiasis and HIV co-morbidity: a narrative review and translational framework
David Chinaecherem Innocent · Rejoicing Chijindum Innocent · Increase Praise Innocent
Frontiers in Tropical Diseases
doi 10.3389/fitd.2026.1894145
Opinion
Published
Ten key considerations for developing interpretable risk prediction models
Xi Zhang · Wenjie Xu · David R. Smith
Frontiers in Bioinformatics
doi 10.3389/fbinf.2026.1878681
Systematic Review
Published
Explainable artificial intelligence in dental imaging: a systematic review of interpretability and the current state of trust evidence
Wlla E. Al-Hammad · Mohammad Y. Khatatbeh · Ghaida AlJamal · Mohammed Q. Shatnawi · Bara'a Fawaeer · Salem Alhatamleh · Abdel Rahman F. Shawaqfeh · Haron El-Rasheed Nijim · Muneer A. Al-Refai · Ahmad F. Hindawi · Anas Odat · Shams Eldin M. Saleh · Abdel Rahman M. Alzoubi · Khaled W. Tashtoush · Ahmad M. Alkhamaiseh · Loay E. Al-Hammad
Frontiers in Dental Medicine
doi 10.3389/fdmed.2026.1948676
Original Research
Published
Explainable and cyber-resilient vision transformers for joint steering and collision-avoidance perception in autonomous drone navigation: a multi-task Grad-CAM framework
Chinyere Grace Kennedy · Mukiibi Moses · Simeon Okechukwu Ajakwe
Frontiers in Future Transportation
doi 10.3389/ffutr.2026.1923890
Editorial
Published
Editorial: Smart forecasting: deep learning and explainable AI for real-world time series prediction
Leonard Barolli · Antonino Ferraro · Antonio Galli · Francesco Moscato
Frontiers in Big Data
doi 10.3389/fdata.2026.1954626
Original Research
Published
An explainable digital twin framework for structural health monitoring: decision-level fusion of vibration and image diagnostics using SHAP and Grad-CAM
V. Kastro Kiran · Ranjitha B. Tangadagi · M. Manjunatha
Frontiers in Built Environment
doi 10.3389/fbuil.2026.1954260
Original Research
Published
A transformer-FSL-GAN framework for multiclass water quality classification under limited data conditions
Ashikur Rahman · Gwo Chin Chung · Yin Hoe Ng
Frontiers in Water
doi 10.3389/frwa.2026.1902772
Original Research
Published
Reconstruction-aware urban crime analytics from incomplete judicial records using heterogeneous graph temporal imputation
Wen Xu · Yong Dai · Qi Zhang · Keyu Chen · Sanxia Zeng
Frontiers in Big Data
doi 10.3389/fdata.2026.1876811
Review
Published
AI-driven cybersecurity for industrial internet of things: architectures, challenges, datasets, and future research directions
Siddhartha Singhal · Kakelli Anil Kumar
Frontiers in Big Data
doi 10.3389/fdata.2026.1938279
Original Research
Published
Explainable deep learning with novel marine domain metrics for oil spill detection
Tokula I. Umaha · Felix Ale · Ikpaya D. Ikpaya · John A. Momoh · Steve A. Adeshina · Humbulani Simon Phuluwa · Ilesanmi A. Daniyan
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1919085
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
Review
Published
A survey of LLMs in drug discovery and precision medicine
Hasi Hays · William J. Richardson
Frontiers in Drug Discovery
doi 10.3389/fddsv.2026.1854899
Original Research
Published
Explainable 3D vision transformer framework for detecting brain anomalies in neuropsychiatric subtypes of Parkinson's disease
Carlos Jiménez-Farfán · Alisson Constantine-Macias · Isaac León · Juan Pisco-Jordán · Luis Ramos-Pozo · Enrique Pelaez · Ana Tapia-Rosero · Edwin Valarezo-Añazco · Ignacio Obeso · Ana Briones-Chonillo · Maria José Miranda · Luis Yepez-Guerra · Francis R. Loayza
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1810223
Original Research
Published
Closed-loop AI-integrated smart nanomaterial sensor-separation platform for real-time detection and adaptive capture of emerging pollutants in water systems
R Yasir Abdullah · U Barakkath Nisha
Frontiers in Environmental Chemistry
doi 10.3389/fenvc.2026.1892651
Original Research
Published
Explainable HybridEnsemble approach with golden jackal optimization for AGB estimation using multi-sensor remote sensing
Abraham Aidoo Borsah · Man Sing Wong · Majid Nazeer · Shao-Yuan Leu · Jin Wu · Amos P. K. Tai · Janet Elizabeth Nichol
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1804569
Original Research
Published
A quantitative framework for explainability assessment in medical imaging
Raimondo Fanale · Roberto Caldelli · Barbara Martini · Filippo Sciarrone
Frontiers in Imaging
doi 10.3389/fimag.2026.1846414
Mini Review
Published
Computational and multi-omics systems biology for precision microbiome therapeutics
Ahmed Dewan · Maria Teresa Mascellino
Frontiers in Microbiomes
doi 10.3389/frmbi.2026.1842701
Mini Review
Published
Explainable artificial intelligence for the analysis of histopathological images of breast cancer: methods, interpretability and emerging directions
Raimondo Fanale · Barbara Martini · Filippo Sciarrone · Roberto Caldelli
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1795809
Mini Review
Published
Explainable artificial intelligence approaches in cardiovascular imaging: methodological advances and clinical implications
Wentao Yan · Rui Sun · Li Shen
Frontiers in Signal Processing
doi 10.3389/frsip.2026.1797749
Original Research
Published
Interpretable vision mamba for SAR images classification
Kaiming Zou · Ningbo He · Leijun Yao · Jialin Li · Yongfeng Wang
Frontiers in Neurorobotics
doi 10.3389/fnbot.2026.1753927
Original Research
Published
Autonomous federated defense for zero-day threats in IIoT: explainable agents with real-time edge inference
William Villegas-Ch · Rommel Gutierrez · Jaime Govea · Pablo Palacios
Frontiers in Communications and Networks
doi 10.3389/frcmn.2025.1697204
Smart Grids
Published
CatBoost-enhanced convolutional neural network framework with explainable artificial intelligence for smart-grid stability forecasting
Stephanie Ness
Frontiers in Smart Grids
doi 10.3389/frsgr.2025.1617763
the Internet of Things
Published
Securing the future: AI-driven cybersecurity in the age of autonomous IoT
Fabian Chukwudi Ogenyi · Chinyere Nneoma Ugwu · Okechukwu Paul-Chima Ugwu
Frontiers in the Internet of Things
doi 10.3389/friot.2025.1658273