Article

Explainable AI in Healthcare: Interpreting Machine Learning’s Dementia Classification On Imbalanced Multi-Domain Clinical Data

2024-10-24

Abstract excerpt

Dementia is a group of detrimental diseases and conditions that damage the human brain and impair mental functioning. In recent years, significant efforts have been made to develop robust computer-aided diagnostic tools, particularly AI models for detection. However, their clinical implementation remains limited. One issue identified is that despite achieving high accuracy, AI-powered predictions have relied on si...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 9ff10bf9-2e51-56e5-8bc2-968aca2ceecd
DOI: 10.20944/preprints202410.1805.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Explainable AI in Healthcare: Interpreting Machine Learning’s Dementia Classification On Imbalanced Multi-Domain Clinical DataDOI 10.20944/preprints202410.1805.v1Read

Risk Stratification for In-Hospital Mortality in Alzheimer’s Disease Using Interpretable Regression and Explainable AISemantic proximity Read

Capitalizing on Intelligent Pathology Algorithms in Dementia CareSemantic proximity Read

Early Prediction of Alzheimer's Disease Using Explainable Multi-Modal AISemantic proximity Read

Artificial intelligence for diagnosis and prognosis in neuroimaging for dementia; a systematic reviewSemantic proximity Read

Identifying incident dementia by applying machine learning to a very large administrative claims datasetSemantic proximity Read

Explainable AI-based Alzheimer’s Prediction and Management Using Multimodal DataSemantic proximity Read

Artificial intelligence based detection of early cognitive impairment using language, speech, and demographic features: Model development and validationSemantic proximity Read

Predicting Risk of Alzheimer’s Diseases and Related Dementias with AI Foundation Model on Electronic Health RecordsSemantic proximity Read

Risk Score Stratification of Alzheimer’s Disease and Mild Cognitive Impairment using Deep LearningSemantic proximity Read

Distinguishing Lewy Body Dementia from Alzheimer’s Disease using Machine Learning on Heterogeneous Data: A Feasibility StudySemantic proximity Read

Developing multifactorial dementia prediction models using clinical variables from cohorts in the US and AustraliaSemantic proximity Read

RDoC-Informed Explainable AI as a Paradigm for Multilevel Alzheimer’s Disease Diagnosis and Progression Prediction: a Systematic ReviewSemantic proximity Read