Additional file 1 of AI-assisted evidence screening method for systematic reviews in environmental research: integrating ChatGPT with domain knowledge

Supplementary Material 1: Text appendix show the Title & screening prompt and Full-text screening prompt. Tables show a search queries for datasets; an articles identified results; the article screening results of Steps 1 and 2; the criteria’s different versions in Steps 1 and 2; the screening results of ChatGPT-3.5 Turbo in Steps 1 and 2; the review results of human reviewers in Steps 1 and 2; the human reviewer and ChatGPT’s screening result of test set articles in Steps 1 and 2; the Cohen’s Kappa score of ChatGPT-3.5 Turbo at Steps 1 and 2; the Cohen’s Kappa score of human reviewers at Steps 1 and 2.

Institutions

Publication Details

Journal
Figshare
Published
2025-01-01
DOI
https://doi.org/10.6084/m9.figshare.28792778
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Additional file 1 of AI-assisted evidence screening method for systematic reviews in environmental research: integrating ChatGPT with domain knowledge

Figshare
Artificial Intelligence in Healthcare and Education
article

Additional file 1 of AI-assisted evidence screening method for systematic reviews in environmental research: integrating ChatGPT with domain knowledge

article en

Abstract

Supplementary Material 1: Text appendix show the Title & screening prompt and Full-text screening prompt. Tables show a search queries for datasets; an articles identified results; the article screening results of Steps 1 and 2; the criteria’s different versions in Steps 1 and 2; the screening results of ChatGPT-3.5 Turbo in Steps 1 and 2; the review results of human reviewers in Steps 1 and 2; the human reviewer and ChatGPT’s screening result of test set articles in Steps 1 and 2; the Cohen’s Kappa score of ChatGPT-3.5 Turbo at Steps 1 and 2; the Cohen’s Kappa score of human reviewers at Steps 1 and 2.

Figshare
University of Michigan (US), University of Florida (US), University of California, Davis (US)
Life in Land
Openalex Percentile: Top 56%
Artificial Intelligence in Healthcare and Education
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.