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Considerations for delivery of live-remote exercise for people with cancer in research and practice

2025· article· en· W4413311669 on OpenAlex
Eva M. Zopf, Jana Müller, Mark Trevaskis, Alina Kias, Anouk E. Hiensch, Kelcey A. Bland, Evelyn M. Monninkhof, Martina E. Schmidt, David Binyam, Dorothea Clauss, Nadira Gunasekara, Mary E. Crisafio, Yvonne Wengström, Karen Steindorf, Alberto J. Alves, Anna Campbell, Kristin L. Campbell, Martijn M. Stuiver, Anne M. May, Kerri M. Winters‐Stone

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJNCI Monographs · 2025
Typearticle
Languageen
FieldMedicine
TopicCancer survivorship and care
Canadian institutionsInstitute of Cancer ResearchCanadian Centre for Applied Research in Cancer ControlUniversity of British Columbia
FundersNational Health and Medical Research CouncilNational Institutes of HealthEuropean CommissionMedical Research CouncilAustralian Government
KeywordsCancerMedicinePhysical therapyMedical educationPsychologyInternal medicine

Abstract

fetched live from OpenAlex

Exercise is safe and beneficial for people diagnosed with cancer. The use of live-remote exercise approaches, where exercise trainers deliver exercise programs via a videoconferencing platform, has increased rapidly, greatly expanding the reach of exercise programs. This method retains key elements of supervised exercise, which provide greater benefits than unsupervised programs. However, challenges in adapting in-person supervised exercise programs to remote delivery exist. This article discusses the key considerations for the effective and safe delivery of live-remote exercise, such as technological requirements, exercise professional skills, safety aspects, exercise programming features, social interactions, costs, and legal and ethical considerations. Considerations relevant for the design and execution of exercise oncology clinical trials and for community practice are described. Remaining knowledge gaps are outlined and point to opportunities to further inform evidence-based practice and practice-based evidence.

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 score0.283
Threshold uncertainty score1.000

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)0.0000.000

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 head0.084
GPT teacher head0.407
Teacher spread0.322 · 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