Early Cardiac Disease Prediction Using Transformer-Based Deep Learning Models: A PRISMA-Guided Systematic Review

This project contains the protocol, methodology, and supplementary materials for a systematic review examining transformer-based deep learning models for the early prediction of cardiovascular diseases (CVDs). The review follows PRISMA 2020 guidelines and focuses on model architectures, data modalities, and clinical applicability.

Publication Details

Journal
Open Science Framework
Published
2025-01-01
DOI
https://doi.org/10.17605/osf.io/6kfd9
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Early Cardiac Disease Prediction Using Transformer-Based Deep Learning Models: A PRISMA-Guided Systematic Review

Open Science Framework
Geochemistry and Geologic Mapping
article

Early Cardiac Disease Prediction Using Transformer-Based Deep Learning Models: A PRISMA-Guided Systematic Review

article en

Abstract

This project contains the protocol, methodology, and supplementary materials for a systematic review examining transformer-based deep learning models for the early prediction of cardiovascular diseases (CVDs). The review follows PRISMA 2020 guidelines and focuses on model architectures, data modalities, and clinical applicability.

Open Science Framework
Openalex Percentile: Top 72%
Geochemistry and Geologic Mapping
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Early Cardiac Disease Prediction Using Transformer-Based Deep Learning Models: A PRISMA-Guided Systematic Review · Open Science Framework (2025) | TGRS Research Map | TGRS