ArticleGeoHealth2023
Generative AI as a Tool for Environmental Health Research Translation.
Article in GeoHealth, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
9 citing papers in PubMed.
- Calling for a GeoHealth Decadal Survey: Accelerating Solution-Oriented Research and Applications to Address Environmental and Health Problems.GeoHealth · 2026Article
- Plain Language Summarization of Environmental Health Research Using Generative AI: Community-Engaged Qualitative Study.Journal of medical Internet research · 2026Article
- Artificial Intelligence in Environment and Human Health: Progress, Opportunities and Challenges.Current environmental health reports · 2025Review
- Generative AI in peer review process for occupational health.Occupational medicine (Oxford, England) · 2025Article
- ChatGPT-4o Compared With Human Researchers in Writing Plain-Language Summaries for Cochrane Reviews: A Blinded, Randomized Non-Inferiority Controlled Trial.Cochrane evidence synthesis and methods · 2025Article
- The generative revolution: a brief introduction.International journal of health geographics · 2025Article
- Practices and Barriers in Developing and Disseminating Plain-Language Resources Reporting Medical Research Information: A Scoping Review.The patient · 2024Article
- Article
- Perception of Race and Sex Diversity in Ophthalmology by Artificial Intelligence: A DALL E-2 Study.Clinical ophthalmology (Auckland, N.Z.) · 2023Article
Corrections and comments
- Update of
Authors and funding
5 authors.
Funding
Abstract
One valuable application for generative artificial intelligence (AI) is summarizing research studies for non-academic readers. We submitted five articles to Chat Generative Pre-trained Transformer (ChatGPT) for summarization, and asked the article's author to rate the summaries. Higher ratings were assigned to more insight-oriented activities, such as the production of eighth-grade reading level summaries, and summaries highlighting the most important findings and real-world applications. The general summary request was rated lower. For the field of environmental health science, no-cost AI technology such as ChatGPT holds the promise to improve research translation, but it must continue to be improved (or improve itself) from its current capability.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.