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Research article

First published 2025

ELIME: Exact Local Interpretable Model-Agnostic Explanation

Junyan Qian, Xiaofu Du, Ruishi Pan [...]

The European Journal on Artificial Intelligence

Open access

Research article

First published 2026-1

Explainable machine learning for early diagnosis of esophageal cancer: A feature-enriched Light Gradient Boosting Machine framework with Shapley Additive Explanations and Local Interpretable Model-Agnostic Explanations interpretations

Adib Md. Ridwan, Khandaker Mohammad Mohi Uddin

Journal of International Medical Research

Retricted access

Research article

First published 2023-11

A novel dataset and local interpretable model-agnostic explanations (LIME) for monkeypox prediction

Nonita Sharma, Sachi Nandan Mohanty, Shalini Mahato [...]

Intelligent Decision Technologies

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Research article

First published 2025-3

Machine learning-based environmental art automated design method

Lu Wang

Journal of Computational Methods in Sciences and Engineering

Open access

Research article

First published 2025-9

Multimodal predictive model for strangulation risk in adhesive small bowel obstruction using deep learning and electronic health record data

Han Wang, Jing Wu, Xianglin Ding [...]

Journal of International Medical Research

Open access

Research article

First published 2025

Interpretable machine learning models for predicting in-hospital mortality in patients with chronic critical illness and heart failure: A multicenter study

Min He, Yongqi Lin, Siyu Ren [...]

DIGITAL HEALTH

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Research article

First published 2022-07-08

Exploiting auto-encoders for explaining black-box classifiers

Riccardo Guidotti

Intelligenza Artificiale

Open access

Research article

First published 2026

Explainable bidirectional encoder representations from image transformers for Alzheimer's disease prediction

Sheikh Muhammad Saqib, Mona A. Alkhattabi, Muhammad Amir Khan [...]

DIGITAL HEALTH

Open access

Research article

First published 2025-7

From Embeddings to Explainability: A Tutorial on Large-Language-Model-Based Text Analysis for Behavioral Scientists

Rudolf Debelak, Timo K. Koch, Matthias Aßenmacher [...]

Advances in Methods and Practices in Psychological Science

Open access

Research article

First published 2025

XAI-Eval: A framework for comparative evaluation of explanation methods in healthcare

Krish Agrawal, Radwa El Shawi, Nada Ahmed

DIGITAL HEALTH

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