Interpretable Analysis | List of Frontiers open access articles

Technology and Code

Published on 26 May 2023

RedTell: an AI tool for interpretable analysis of red blood cell morphology

in Red Blood Cell Physiology

Ario Sadafi
Maria Bordukova
Asya Makhro
Nassir Navab
Anna Bogdanova
Carsten Marr

Frontiers in Physiology

doi 10.3389/fphys.2023.1058720

12,532 views
24 citations

Original Research

Published on 16 Mar 2026

Interpretable analysis of social anxiety status and influencing factors among college students

in Anxiety and Stress Disorders

Qilu Deng
Xuewen Zhang

Frontiers in Psychiatry

doi 10.3389/fpsyt.2026.1776296

722 views

Original Research

Published on 09 Apr 2026

An interpretable analysis of the depressive status and its influencing factors in elderly patients with stroke

in Stroke

Huiting Xu
Pan Xia

Frontiers in Neurology

doi 10.3389/fneur.2026.1799200

425 views

Original Research

Published on 11 Nov 2025

1DCNN-BiLSTM-transformer hypertension risk prediction model based on APW

in Systems Microbiology

Yan Peng
Lu Ma
Huiyu Zhou
Jiao Li
Jie Wang

Frontiers in Microbiology

doi 10.3389/fmicb.2025.1714654

1,925 views

Original Research

Published on 04 Dec 2023

Model-agnostic explainable artificial intelligence tools for severity prediction and symptom analysis on Indian COVID-19 data

in Medicine and Public Health

Athira Nambiar
Harikrishnaa S
Sharanprasath S

Frontiers in Artificial Intelligence

doi 10.3389/frai.2023.1272506

6,680 views
22 citations

Original Research

Published on 14 Jul 2025

Explainable multi-view transformer framework with mutual learning for precision breast cancer pathology image classification

in Cancer Imaging and Image-directed Interventions

Haewon Byeon
Mahmood Alsaadi
Richa Vijay
Purshottam J. Assudani
Ashit Kumar Dutta
Monika Bansal
Pavitar Parkash Singh
Mukesh Soni
Mohammed Wasim Bhatt

Frontiers in Oncology

doi 10.3389/fonc.2025.1626785

2,340 views
4 citations

Original Research

Published on 25 Jul 2024

Exploring fish choruses: patterns revealed through PCA computed from daily spectrograms

in Signal Propagation

Ignacio Sánchez-Gendriz
D. Luna-Naranjo
Luiz Affonso Guedes
José D. López
L. R. Padovese

Frontiers in Antennas and Propagation

doi 10.3389/fanpr.2024.1400382

2,717 views

Technology and Code

Published on 17 Oct 2022

KARGAMobile: Android app for portable, real-time, easily interpretable analysis of antibiotic resistance genes via nanopore sequencing

in Nanobiotechnology

Alexander Barquero
Simone Marini
Christina Boucher
Jaime Ruiz
Mattia Prosperi

Frontiers in Bioengineering and Biotechnology

doi 10.3389/fbioe.2022.1016408

4,647 views
7 citations

Original Research

Published on 04 Mar 2026

Disease classification via interpretable machine learning based on multi-center routine coagulation test

in Molecular Diagnostics and Therapeutics

Feng Dong
Yaqiong Zhang
Weibu Chen
Changmin Wang
Lei Zhang
Xiaoling Gao
Xiaoli Zhang
Minghua Jiang
Guobin Xu
Ruichuang Yang

Frontiers in Molecular Biosciences

doi 10.3389/fmolb.2026.1788536

384 views

Original Research

Published on 16 Mar 2026

Stratify severe risk in children with respiratory syncytial virus pneumonia—A retrospective study based on machine learning and SHAP interpretation

in Pediatric Infectious Diseases

Jun-An Pan
Wen-Hao Yang
Chao-Fen Wu
Min Zhou
Juan Liu
Li-Na Chen

Frontiers in Pediatrics

doi 10.3389/fped.2026.1775752

462 views

Original Research

Accepted on 06 May 2026

Attention-Guided Hybrid CNN–Transformer Framework for Cross-Modality COVID-19 Detection and Lesion Localization in CT and Chest X-Ray Images

in Computer Vision

Manas Gautam
Jagalingam P

Frontiers in Computer Science

189 views

Original Research

Published on 22 Dec 2023

Predictive modeling of perioperative blood transfusion in lumbar posterior interbody fusion using machine learning

in Computational Physiology and Medicine

Fang-Fang Lang
Li-Ying Liu
Shao-Wei Wang

Frontiers in Physiology

doi 10.3389/fphys.2023.1306453

3,879 views
12 citations

Articles

RedTell: an AI tool for interpretable analysis of red blood cell morphology

Interpretable analysis of social anxiety status and influencing factors among college students

An interpretable analysis of the depressive status and its influencing factors in elderly patients with stroke

1DCNN-BiLSTM-transformer hypertension risk prediction model based on APW

Model-agnostic explainable artificial intelligence tools for severity prediction and symptom analysis on Indian COVID-19 data

Explainable multi-view transformer framework with mutual learning for precision breast cancer pathology image classification

Exploring fish choruses: patterns revealed through PCA computed from daily spectrograms

KARGAMobile: Android app for portable, real-time, easily interpretable analysis of antibiotic resistance genes via nanopore sequencing

Disease classification via interpretable machine learning based on multi-center routine coagulation test

Stratify severe risk in children with respiratory syncytial virus pneumonia—A retrospective study based on machine learning and SHAP interpretation

Attention-Guided Hybrid CNN–Transformer Framework for Cross-Modality COVID-19 Detection and Lesion Localization in CT and Chest X-Ray Images

Predictive modeling of perioperative blood transfusion in lumbar posterior interbody fusion using machine learning