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Record W4412500214 · doi:10.1080/09638288.2025.2533439

High-intensity interval training is not just for athletes – it’s for stroke survivors too

2025· article· en· W4412500214 on OpenAlexafffund
Kevin Moncion, Elise Wiley, Sara Kramers, Lynden Rodrigues, Bernat de las Heras, Shane N. Sweet, Janice J. Eng, Marilyn MacKay-Lyons, Joyce Fung, Julie Richardson, Maureen J. MacDonald, Marc Roig, Ada Tang

Bibliographic record

VenueDisability and Rehabilitation · 2025
Typearticle
Languageen
FieldMedicine
TopicStroke Rehabilitation and Recovery
Canadian institutionsDalhousie UniversityVancouver Coastal HealthCentre for Interdisciplinary Research in RehabilitationJewish Rehabilitation HospitalMcGill UniversityUniversity of British ColumbiaMcMaster University
FundersCanadian Institutes of Health ResearchCanada Research Chairs
KeywordsHigh-intensity interval trainingAthletesPhysical medicine and rehabilitationStroke (engine)Physical therapyIntensity (physics)PsychologyInterval trainingTraining (meteorology)MedicinePhysics

Abstract

fetched live from OpenAlex

PURPOSE: High-intensity interval training (HIIT) is an effective exercise intervention for promoting health and recovery outcomes after stroke, but the perspectives and experiences of people post-stroke who have participated in HIIT programs are currently unknown. This study explored the perspectives of individuals post-stroke who participated in a 12-week HIIT intervention. METHODS: An interpretive description methodology was followed. One-on-one semi-structured interviews were conducted on a Criterion-I purposive sample of participants who were 6 to 60 months post-stroke and participated in a 12-week HIIT intervention. A reflexive thematic analysis was undertaken to analyze the transcripts. RESULTS: = 6 women, 3 men) participated in a semi-structured interview. Three main themes were identified: 1) Rewards of being pushed beyond your comfort zone, 2) Valuable learnings through the HIIT program, and 3) Meaningfully integrating HIIT into an exercise routine. DISCUSSION: Participants described HIIT as a rewarding intervention after stroke, providing many intended and unanticipated benefits. Participants emphasized the importance of a collaborative relationship with their providers, which can increase confidence in one's physical capabilities and support self-management strategies to maintain newly developed exercise behaviors. Knowledge translation initiatives are needed to help support the clinical implementation of HIIT as a beneficial exercise intervention after stroke.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.008
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.002
Scholarly communication0.0020.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.001

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 head0.038
GPT teacher head0.324
Teacher spread0.286 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations1
Published2025
Admission routes2
Has abstractyes

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