ReviewInternal and emergency medicine2024
Quantitative research assessment: using metrics against gamed metrics.
Review in Internal and emergency medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 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
14 citing papers in PubMed, 47 citations in OpenAlex.
- How contemporary academic structures constrain scientific creativity and hold back early-career researchers.Nature human behaviour · 2026Review
- National-, institutional-, and individual-level determinants of pharmacology and pharmacy research excellence: an analysis of stanford-elsevier lists of the top 2% scholars (2017-2023).Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Research integrity in Spain: Great expectations, mediocre results.Accountability in research · 2026Article
- Gender- and discipline-specific bibliometric analysis of elite biomedical scientists: how is pharmacology performing?Naunyn-Schmiedeberg's archives of pharmacology · 2025Article
- In conversation with Dr. John P. Ioannidis: On meta-research, metrics, gaming, and top 2 per cent scientists.The Indian journal of medical research · 2025Article
- Provenance and Funding of Extremely Cited Biomedical Articles Published Between 2003 and 2024.JAMA health forum · 2025Article
- Current status and trend of global research on the pharmacological effects of emodin family: bibliometric study and visual analysis.Naunyn-Schmiedeberg's archives of pharmacology · 2025Review
- Linking citation and retraction data reveals the demographics of scientific retractions among highly cited authors.PLoS biology · 2025Article
- Article
- The costs of competition in distributing scarce research funds.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- The changing roles of scientific journals.mBio · 2024Review
- Arbitrariness of bibliometric parameters: a case study on leading scientists in the German Society for Experimental and Clinical Pharmacology and Toxicology (DGPT).Naunyn-Schmiedeberg's archives of pharmacology · 2024Article
- Mapping the evolution of PET/MR research: a bibliometric analysis of publication trends, leading contributors, and conceptual frameworks (2011-2023).EJNMMI reports · 2024Article
- Leveraging journal citation-based metrics for enhanced university rankings methodology.Frontiers in research metrics and analytics · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 2 institutions in 3 countries.
Funding
Abstract
Quantitative bibliometric indicators are widely used and widely misused for research assessments. Some metrics have acquired major importance in shaping and rewarding the careers of millions of scientists. Given their perceived prestige, they may be widely gamed in the current "publish or perish" or "get cited or perish" environment. This review examines several gaming practices, including authorship-based, citation-based, editorial-based, and journal-based gaming as well as gaming with outright fabrication. Different patterns are discussed, including massive authorship of papers without meriting credit (gift authorship), team work with over-attribution of authorship to too many people (salami slicing of credit), massive self-citations, citation farms, H-index gaming, journalistic (editorial) nepotism, journal impact factor gaming, paper mills and spurious content papers, and spurious massive publications for studies with demanding designs. For all of those gaming practices, quantitative metrics and analyses may be able to help in their detection and in placing them into perspective. A portfolio of quantitative metrics may also include indicators of best research practices (e.g., data sharing, code sharing, protocol registration, and replications) and poor research practices (e.g., signs of image manipulation). Rigorous, reproducible, transparent quantitative metrics that also inform about gaming may strengthen the legacy and practices of quantitative appraisals of scientific work.
Indexed as
Identifiers
What Socratic 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 Socratic graph.