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Record W3200483250 · doi:10.1097/hcr.0000000000000624

Embedding a Behavior Change Program Designed to Reduce Sedentary Time Within a Pulmonary Rehabilitation Program Is Feasible in People With COPD

2021· article· en· W3200483250 on OpenAlexaff
Adnan Wshah, Anne‐Marie Selzler, Kylie Hill, Dina Brooks, Roger Goldstein

Bibliographic record

VenueJournal of Cardiopulmonary Rehabilitation and Prevention · 2021
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsGolder Associates (Canada)
Fundersnot available
KeywordsPulmonary rehabilitationMedicineCOPDRehabilitationEmbeddingPhysical therapyPhysical medicine and rehabilitationSedentary behaviorPhysical activityComputer scienceArtificial intelligencePsychiatry

Abstract

fetched live from OpenAlex

PURPOSE: This study examined the feasibility of embedding a 4-wk intervention, which sought to reduce sedentary time (SED), into a pulmonary rehabilitation program (PRP) in people with chronic obstructive pulmonary disease. METHODS: This was an intervention study that comprised one face-to-face session and three follow-up visits. Primary outcomes related to feasibility and included adherence to data completion undertaken before and during the intervention period, participant satisfaction with the intervention (out of 100%), and participant achievement of intervention goals. Secondary outcomes, collected before and after the intervention period, included SED and daily step count. RESULTS: Of 28 eligible individuals approached to participate, 21 (75%) were enrolled and 19 (90%) completed the program (13 females; age 69.1 ± 8.7 yr). Sixteen participants (84%) were adherent to wearing a physical activity monitor before and during the intervention period. The satisfaction score was 90 ± 12%. Over the intervention period, a total of 73 intervention goals were set, of which 41 (56%) were achieved. The effect of the intervention on SED was unclear. CONCLUSIONS: Embedding this intervention in a PRP appears to be feasible; however, its impact on SED should be further evaluated.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.556
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.021
GPT teacher head0.348
Teacher spread0.326 · 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.

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

Citations11
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Cardiopulmonary Rehabilitation and PreventionSame topicChronic Obstructive Pulmonary Disease (COPD) ResearchFrench-language works237,207