Evidence map›Paper›PMID 41417212›Full record

ReviewSports medicine (Auckland, N.Z.)2026

The Risks of Misunderstanding the Term "Risk Factor": A Primer with Suggestions to Improve Sports Medicine.

Steven D Stovitz, Franco M Impellizzeri, Ian Shrier

Abstract readReview
PubMed Publisher
In one paragraph

Review in Sports medicine (Auckland, N.Z.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
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

3 authors.

Steven D StovitzDepartment of Family Medicine and Community Health, University of Minnesota, Minneapolis, MN, USA.ORCID 0000-0002-4168-9823
Franco M ImpellizzeriFaculty of Health, Human Performance Research Centre, University of Technology Sydney, Sydney, NSW, 2007, Australia. Franco.Impellizzeri@uts.edu.au.ORCID 0000-0002-1703-2573
Ian ShrierCentre for Clinical Epidemiology, Lady Davis Institute, Jewish General Hospital, McGill University, Montreal, Canada.ORCID 0000-0001-9914-3498

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The term "risk factor" is commonly used in research. Although many interpret the term to imply that the risk factor causes the outcome, others use the term to mean a marker for the outcome, which may or may not be a cause of the outcome. How the term risk factor is interpreted can importantly influence the way that study findings are applied in real world settings. For example, if a risk factor is wrongly interpreted to be a cause of an outcome when it is merely associated with the outcome because of noncausal reasons, then wasteful interventions may be developed, recommended, and implemented. The primary aims of this article are (1) to describe how varying definitions of the term risk factor can cause misunderstandings and potentially negatively impact the field of sports medicine, and (2) to propose new, more specific, terminology. We first review some basic concepts on how variables can be associated due to either causal or noncausal reasons and then discuss possible explanations for why the term risk factor continues to be misunderstood. We illustrate how using the term risk factor without further specification creates misunderstandings that can lead to the development and implementation of ineffective interventions. Finally, with the hope of improving communication and avoiding ambiguity in sports medicine, we suggest using "causal risk factor" if the evidence supports causality, "noncausal risk factor" if the evidence does not support causality, and "risk marker" for those not wishing to commit to a causal or noncausal claim.

Indexed as

Sports MedicineTerminology as TopicHumansRisk Factors

Identifiers

PMID41417212

What OpenQuestion holds

Textmetadata
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.