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What is the traditional method of resistance training: a systematic review

2022· review· en· W3137861683 on OpenAlexaff
Cleyton Salvego Santos, Júlia Ribeiro Pinto, Robson Dias Scoz, Bruno Mazziotti de Oliveira Alves, Paulo Rui de Oliveira, Wuber Jefferson Souza Soares, Rubens Alexandre da Silva, Edgar Ramos Vieira, César Ferreira Amorim

Bibliographic record

VenueThe Journal of Sports Medicine and Physical Fitness · 2022
Typereview
Languageen
FieldMedicine
TopicSports Performance and Training
Canadian institutionsUniversité du Québec
Fundersnot available
KeywordsResistance trainingConcentricSports medicineStrength trainingEccentricProtocol (science)Physical therapyEccentric trainingMedicineRepetition (rhetorical device)Physical medicine and rehabilitationRandomized controlled trialTraining (meteorology)Intervention (counseling)One-repetition maximumComputer scienceMathematicsAlternative medicineSurgeryPathology

Abstract

fetched live from OpenAlex

INTRODUCTION: Many resistance studies state that they used the traditional method of resistance training in the intervention. However, there is a wide difference on the characteristics of the training protocols used even though they are labeled as "the traditional method." There is no clear definition and characteristics for the traditional method of resistance training. The aim of this study was to describe the most common definitions and references, and also the main characteristics of the training variables of the studies using the traditional training method for strengthening. EVIDENCE ACQUISITION: Searches were carried out in Pubmed, Embase, SPORTDiscus and Web of Science. We included randomized controlled trials that included a strengthening program using the "traditional method" and that evaluated hypertrophy and/or maximum strength in healthy individuals. EVIDENCE SYNTHESIS: The initial search resulted in 26,057 studies, but only 39 studies were eligible and included in this review. The common characteristics of the traditional training protocol were frequency of 3 sessions/week, 3 sets of 9 repetitions, with weight =75% 1RM. The movement time was 2±1 seconds for the concentric and for the eccentric phases. Resting time between sets was 2±1 minutes. The concepts used to define the method as traditional and the characteristics of the intervention protocols were different. The American College of Sports Medicine (ACSM) was the most cited reference. CONCLUSIONS: The "traditional method of resistance training" can be defined as: "Three (±1) sets of 9±6 repetitions of concentric and eccentric exercises using an external load of 75±20% of one maximum repetition, completed 3±1 times/week.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.024
metaresearch head score (Gemma)0.084
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.024
Threshold uncertainty score0.127

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.084
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0120.009
Bibliometrics0.0160.015
Science and technology studies0.0010.003
Scholarly communication0.0060.009
Open science0.0040.002
Research integrity0.0040.002
Insufficient payload (model declined to judge)0.0060.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.158
GPT teacher head0.395
Teacher spread0.237 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations7
Published2022
Admission routes1
Has abstractyes

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