Evidence map›Paper›PMID 39938624›Full record

ArticleJournal of biomedical informatics2025

From GPT to DeepSeek: Significant gaps remain in realizing AI in healthcare.

Yifan Peng, Bradley A Malin, Justin F Rousseau, Yanshan Wang, Zihan Xu, Xuhai Xu, Chunhua Weng, Jiang Bian

Abstract readEditorial
In one paragraph

Article in Journal of biomedical informatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 65 papers.

0numbers the graph read from it
0cells of the map it votes in
65citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

65 citing papers in PubMed.

  1. Trial
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  16. GEN-KnowRD: Reframing AI for Rare Disease Recognition.medRxiv : the preprint server for health sciences · 2026
    Article
  17. Article
  18. Article
  19. Article
  20. Article

5 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Yifan PengDepartment of Population Health Sciences, Weill Cornell Medicine New York NY USA. Electronic address: yip4002@med.cornell.edu.
Bradley A MalinDepartment of Biomedical Informatics, Vanderbilt University Medical Center Nashville TN USA; Department of Biostatistics, Vanderbilt University Medical Center Nashville TN USA; Department of Computer Science, Vanderbilt University Nashville TN USA.
Justin F RousseauDepartment of Neurology, Peter O'Donnell Jr. Brain Institute, UT Southwestern Medical Center Dallas TX USA.
Yanshan WangDepartment of Health Information Management, University of Pittsburgh Pittsburgh PA USA.
Zihan XuDepartment of Population Health Sciences, Weill Cornell Medicine New York NY USA.
Xuhai XuDepartment of Biomedical Informatics, Columbia University Irving Medical Center New York NY USA.
Chunhua WengDepartment of Biomedical Informatics, Columbia University Irving Medical Center New York NY USA.
Jiang BianBiostatistics and Health Data Science, School of Medicine, Indiana University IN USA; Regenstrief Institute Indianapolis IN USA.

Funding

Multimodal AI Fusion Model for Early Detection for Pancreatic CancerR01CA289249 · NCI · MAYO CLINIC ARIZONA · PI Imon Banerjee, Yifan Peng · 2024 to 2026
$2.8M
ClinEX - Clinical Evidence Extraction, Representation, and AppraisalR01LM014344 · NLM · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Yong Chen, Yifan Peng · 2023 to 2026
$2.7M
Closing the loop with an automatic referral population and summarization systemR01LM014306 · NLM · WEILL MEDICAL COLL OF CORNELL UNIV · PI Yifan Peng, Justin Frederick Rousseau · 2023 to 2026
$2.7M
Extraction and summarization of evidence-based medicineR01LM014573 · NLM · WEILL MEDICAL COLL OF CORNELL UNIV · PI Yifan Peng, CHUNHUA WENG · 2024 to 2026
$1.1M
NCI NIH HHS R01 CA289249NLM NIH HHS R01 LM014306NLM NIH HHS R01 LM014344NLM NIH HHS R01 LM014573
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AI in HealthcareChatGPTDeepSeek

Identifiers

PMID39938624
PMCPMC12188495

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.