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Record W7083321870 · doi:10.5114/phr.2025.154444

Physical activity and cognitive function in breast cancer survivors: a cross-sectional comparative study

2025· article· en· W7083321870 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuePhysiotherapy Review · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicAtmospheric aerosols and clouds
Canadian institutionsnot available
Fundersnot available
KeywordsBreast cancerPhysical activityCognitionPhysical exerciseFunction (biology)Cancer

Abstract

fetched live from OpenAlex

Background: Breast cancer is currently the most frequently diagnosed cancer worldwide and the leading cause of cancer-related death among women.Recent studies have emphasized the various challenges survivors encounter post-treatment, including anxiety, sleep disturbances, and depression, all of which significantly affect their quality of life.Despite growing interest in this field, there is limited research examining the association between the levels of physical activity and cognitive function in breast cancer survivors.Aims: This study aimed to examine the relationship between physical activity levels, cognitive function, and quality of life in breast cancer survivors.We asked whether physical activity supports cognitive health and enhances post-treatment recovery. Materials and Methods:A cross-sectional comparative study was conducted with breast cancer survivors (BCS) and age-matched healthy controls (CG).Physical activity was assessed via the International Physical Activity Questionnaire.Quality of life and cognitive function were measured using the EORTC-QLQ-C30 and the Montreal Cognitive Assessment.Group comparisons were analyzed using the Mann-Whitney U test (p < 0.05).

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.

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)0.000
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 score0.036
Threshold uncertainty score0.880

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.022
GPT teacher head0.368
Teacher spread0.346 · 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