SynthesisSports medicine (Auckland, N.Z.)2022
Accuracy in Predicting Repetitions to Task Failure in Resistance Exercise: A Scoping Review and Exploratory Meta-analysis.
Synthesis in Sports medicine (Auckland, N.Z.), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers, 2 of them syntheses that pooled it.
What it found
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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.
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Who cites it
22 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Exploring the Dose-Response Relationship Between Estimated Resistance Training Proximity to Failure, Strength Gain, and Muscle Hypertrophy: A Series of Meta-Regressions.Sports medicine (Auckland, N.Z.) · 2024Pooled it
- Submaximal Fitness Test in Team Sports: A Systematic Review and Meta-Analysis of Exercise Heart Rate Measurement Properties.Sports medicine - open · 2023Pooled it
- Elbow Flexor Adaptations to Failure Versus Repetitions-in-Reserve Training: A Unilateral Within-Participant Study in Resistance-Trained Adults.Muscles (Basel, Switzerland) · 2026Article
- Trainability of repetitions-in-reserve estimation in younger and older adults: a parallel-group repeated-measures study.BMC sports science, medicine & rehabilitation · 2026Article
- Objective Accuracy in Estimating Repetitions in Reserve in the Back Squat: An Analysis between Experienced vs. Novice Subjects.Journal of human kinetics · 2026Article
- American College of Sports Medicine Position Stand. Resistance Training Prescription for Muscle Function, Hypertrophy, and Physical Performance in Healthy Adults: An Overview of Reviews.Medicine and science in sports and exercise · 2026 · on this mapReview
- Conceptualizing a load and volume autoregulation integrated velocity model to minimize neuromuscular fatigue and maximize neuromuscular adaptations in resistance training.European journal of applied physiology · 2025Review
- Supervision During Strength Training-the Interplay with Facilitation, Feedback and Attentional Focus: A Narrative Review.Sports medicine (Auckland, N.Z.) · 2025Review
- Article
- How long can you hold on? Physical self-efficacy predicts performance estimation accuracy independent of leisure-time physical activity.Frontiers in psychology · 2025Article
- Velocity Loss as an Indicator of Resistance Training Volume in Women.Journal of human kinetics · 2025Article
- Rate of Perceived Exertion Based on Repetitions in Reserve Versus Percentage of One-Repetition Maximum for Resistance Training Prescription in Cardiac Rehabilitation: A Pilot Study.Journal of cardiovascular development and disease · 2024Article
- Feasibility and Usefulness of Repetitions-In-Reserve Scales for Selecting Exercise Intensity: A Scoping Review.Perceptual and motor skills · 2024Article
- Modeling the repetitions-in-reserve-velocity relationship: a valid method for resistance training monitoring and prescription, and fatigue management.Physiological reports · 2024Article
- One Velocity Loss Threshold Does Not Fit All: Consideration of Sex, Training Status, History, and Personality Traits When Monitoring and Controlling Fatigue During Resistance Training.Sports medicine - open · 2023Article
- Influence of Resistance Training Proximity-to-Failure, Determined by Repetitions-in-Reserve, on Neuromuscular Fatigue in Resistance-Trained Males and Females.Sports medicine - open · 2023Article
- Intensity of effort and momentary failure in resistance training: Are we asking a binary question for a continuous variable?Journal of sport and health science · 2022Article
- Seeing Effort: Assessing Coaches' Prediction of the Number of Repetitions in Reserve Before Task-Failure.Sports medicine - open · 2022Article
- Methods for Controlling and Reporting Resistance Training Proximity to Failure: Current Issues and Future Directions.Sports medicine (Auckland, N.Z.) · 2022Review
- Barbell load distribution and lifting velocity affect bench press exercise volume and perceived exertion.PloS one · 2022Article
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPrescribing repetitions relative to task failure is an emerging approach to resistance training. Under this approach, participants terminate the set based on their prediction of the remaining repetitions left to task failure. While this approach holds promise, an important step in its development is to determine how accurate participants are in their predictions. That is, what is the difference between the predicted and actual number of repetitions remaining to task failure, which ideally should be as small as possible.
objectiveThe aim of this study was to examine the accuracy in predicting repetitions to task failure in resistance exercises.
designScoping review and exploratory meta-analysis. SEARCH AND INCLUSION: A systematic literature search was conducted in January 2021 using the PubMed, SPORTDiscus, and Google Scholar databases. Inclusion criteria included studies with healthy participants who predicted the number of repetitions they can complete to task failure in various resistance exercises, before or during an ongoing set, which was performed to task failure. Sixteen publications were eligible for inclusion, of which 13 publications covering 12 studies, with a total of 414 participants, were included in our meta-analysis.
resultsThe main multilevel meta-analysis model including all effects sizes (262 across 12 clusters) revealed that participants tended to underpredict the number of repetitions to task failure by 0.95 repetitions (95% confidence interval [CI] 0.17-1.73), but with considerable heterogeneity (Q
conclusionsParticipants were imperfect in their ability to predict proximity to task failure independent of their training background. It remains to be determined whether the observed degree of inaccuracy should be considered acceptable. Despite this, prediction accuracies can be improved if they are provided closer to task failure, when using heavier loads, or in later sets. To reduce the heterogeneity between studies, future studies should include a clear and detailed account of how task failure was explained to participants and how it was confirmed.
Indexed as
Identifiers
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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.