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Record W4412492113 · doi:10.1139/apnm-2025-0033

Physiological and psychological adaptations to 13 days of apnea training in novice apneists

2025· article· en· W4412492113 on OpenAlexafffundvenue
Benjamin R. O’Croinin, Gurleen Kaur, Luca Malaguti, Trevor A. Day, Craig D. Steinback

Bibliographic record

VenueApplied Physiology Nutrition and Metabolism · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiovascular Syncope and Autonomic Disorders
Canadian institutionsMount Royal UniversityQuest University CanadaUniversity of Alberta
FundersCanadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada
KeywordsBradycardiaHeart rateApneaMedicineBlood pressureAnesthesiaStroop effectCardiologyPhysical therapyInternal medicineCognition

Abstract

fetched live from OpenAlex

Trained apneists such as freedivers have an augmented apnea-induced bradycardic response compared to novice apneists. We hypothesized that (1) our short-term apnea training protocol would extend the duration of the easy-going and struggle apnea phases while augmenting bradycardia, (2) central command is the mechanism responsible for augmented bradycardia, and (3) the response to a psychological stressor would be attenuated post-training. 22 participants without previous apnea training underwent 13 days of training, which included daily apneas alongside targeted psychological coaching, with in-lab assessments pre- and post-training. In-lab assessment involved a maximal apnea, static handgrip with post-exercise circulatory occlusion to assess central command, and a Stroop test used as a psychological stressor. Heart rate, blood pressure, oxygen saturation, and muscle sympathetic nerve activity were measured continuously throughout in-lab testing. Overall apnea duration (44 ± 21 vs. 75 ± 33 s, p < 0.001) and struggle phase duration (18 ± 18 vs. 45 ± 34 s, p < 0.001) were increased post-training, while the easy-going phase did not increase (26 ± 12 vs. 30 ± 17 s, p = 0.329). The bradycardic response during in-lab apneas was larger post-training (−10 ± 11 vs. −20 ± 13 bpm, p < 0.001). No difference in the heart rate response to handgrip was found post-training (19 ± 15 vs. 16 ± 12 bpm, p = 0.122). The heart rate response to the Stroop test was attenuated post-training (10 ± 7 vs. 6 ± 5 bpm, p = 0.009). The lack of attenuated heart rate response to handgrip indicates decreased central command signalling is not the mechanism responsible for augmented apnea bradycardia. Stroop test results highlight an improved response to a psychological stressor.

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)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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 science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.029
GPT teacher head0.295
Teacher spread0.266 · 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 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

Citations0
Published2025
Admission routes3
Has abstractyes

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