ArticlePatterns (New York, N.Y.)2024
The landscape of biomedical research.
Article in Patterns (New York, N.Y.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 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
29 citing papers in PubMed.
- A Structural Shift in the Readability of Ophthalmology Abstracts in Late 2023.Ophthalmology science · 2026Article
- The GUIDE-CDSS framework: a comprehensive framework to GUIDE and evaluate the implementation of Clinical Decision Support Systems in healthcare, based on an overview of reviews.Journal of the American Medical Informatics Association : JAMIA · 2026Review
- Evidence-Based Medicine Meets Artificial Intelligence: Reframing Critical Appraisal in Emergency Medicine.Academic emergency medicine : official journal of the Society for Academic Emergency Medicine · 2026Article
- Quantifying Evidence for Competing Biomedical Hypotheses using Large Language Models and Bayesian Analysis.bioRxiv : the preprint server for biology · 2026Article
- From reviews to real-time: dynamic evidence in dentistry.Evidence-based dentistry · 2026Article
- Thematic Mapping and Evolution of Social Media Mining in Health Research: Hybrid Bibliometric Synthesis.Journal of medical Internet research · 2026Review
- Orthogeriatric Fracture Syndrome: A Large-Scale Bibliometric Analysis of a Proposed Concept for Cross-Disciplinary Awareness and Coordinated Care.Journal of clinical medicine · 2026Article
- Biotechnological potential of Ganoderma species in mycoremediation: a bibliometric analysis.Folia microbiologica · 2026Review
- Auditing frontier general-purpose large language models in biomedical tasks: reasoning gains, extraction limits, and benchmark reliability.Research square · 2026Article
- Retrieval-Augmented Language Models Enable Scalable Chemical Source Classification in Metabolomics Workflows.Analytical chemistry · 2026Article
- Machine learning based screening of potential paper mill publications in cancer research: methodological and cross sectional study.BMJ (Clinical research ed.) · 2026Article
- Estimating scientific coherence using population-level indicators and research production data: a longitudinal analytical proof-of-concept study.Frontiers in research metrics and analytics · 2026Article
- Automated biomedical hypothesis generation with time-aware hypergraph contrastive learning.Knowledge and information systems · 2026Article
- Evaluation of Publication Growth in Pediatric Dentistry From 2005 to 2024: A Bibliometric Analysis.Cureus · 2026Review
- Fake publications in biomedical science: red-flagging method indicates mass production.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Multimedia Approach to Living Donation Education for Transplant Professionals: Building a Professional Society Multimedia Work Group.Current transplantation reports · 2025Article
- Harnessing Large-Language Models for Efficient Data Extraction in Systematic Reviews: The Role of Prompt Engineering.Cochrane evidence synthesis and methods · 2025Article
- Enabling inclusive systematic reviews: incorporating preprint articles with large language model-driven evaluations.Journal of the American Medical Informatics Association : JAMIA · 2025Article
- OmniCellAgent: Towards AI Co-Scientists for Scientific Discovery in Precision Medicine.bioRxiv : the preprint server for biology · 2025Article
- A Large Language Model-Powered Map of Metabolomics Research.Analytical chemistry · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The number of publications in biomedicine and life sciences has grown so much that it is difficult to keep track of new scientific works and to have an overview of the evolution of the field as a whole. Here, we present a two-dimensional (2D) map of the entire corpus of biomedical literature, based on the abstract texts of 21 million English articles from the PubMed database. To embed the abstracts into 2D, we used the large language model PubMedBERT, combined with
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.