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Record W4401916264 · doi:10.15314/tsed.1505385

Physical Fitness in the Armed Forces: A Comprehensive Study of International Assessment Practices

2024· article· en· W4401916264 on OpenAlexaboutno aff
Muhammed Sıddık Çemç, Recep Şahin

Bibliographic record

VenueTurkish Journal of Sport and Exercise · 2024
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Performance
Canadian institutionsnot available
Fundersnot available
KeywordsPhysical fitnessContext (archaeology)Test (biology)Scope (computer science)MedicinePhysical therapyComputer scienceGeography

Abstract

fetched live from OpenAlex

The aim of this study is to thoroughly examine the physical fitness assessment methods used in the armed forces of various countries and to evaluate the physical fitness criteria necessary for military personnel to maintain their operational capabilities and overall health. Within the scope of the research, physical fitness assessment tests used in the armed forces of 17 countries, including the United States, Germany, Australia, Austria, the Czech Republic, China, Finland, France, Georgia, Canada, Ireland, the United Kingdom, Israel, Sweden, Latvia, Russia, and Turkey, were examined. It was observed that the tests aim to determine the soldiers' muscle strength, aerobic capacity, endurance, and overall physical fitness status. Additionally, it was found that while the physical fitness test and evaluation criteria applied by these countries vary, their fundamental purposes in practice are similar. Research has shown that maintaining physical fitness levels results in increased resilience of soldiers against problems and difficulties they may face in combat conditions, contributing to operational success. In this context, it is of great importance for national armies to continue and enhance their physical fitness programs. Moreover, it is essential to systematically review and update physical fitness test evaluations in accordance with scientific advancements, which will contribute to varying operational requirements in the armies. In conclusion, maintaining and improving physical fitness levels is a critical factor for the operational success of soldiers. Therefore, it should be regularly monitored and enhanced. This research aims to emphasize the importance of physical fitness test evaluations applied in national armies and contribute to the development of related studies. By sharing the practices implemented, it aims to take significant steps internationally towards enhancing soldiers' physical capacities.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.269

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.080
GPT teacher head0.488
Teacher spread0.408 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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

Citations3
Published2024
Admission routes1
Has abstractyes

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