bridging-the-gap-incorporating-exercise-evidence-into-clinical-practice-in-breast-cancer-care-in-ontario-a-pilot-randomized-control-trial-protocol/#
Bibliographic record
Abstract
Background: Breast cancer (BC) and its treatments lead to numerous side effects that affect a person's life for years after treatment has ended.Research shows that regular exercise limits many of these side effects.However, less than 30% of BC survivors regularly exercise due to many barriers at both the patient and health care professional level.The purpose of this pilot trial is to assess the feasibility and effectiveness of conducting a novel KT intervention using exercise and self-management versus usual care among BC survivors.Methods: Study Design: Pilot randomized controlled trial.Eligibility: Women older than 18 years who are currently undergoing chemotherapy treatment for BC.Intervention: The intervention group includes an 8-session multi-component intervention with a structured aerobic exercise program plus SM supervised by a physiotherapist.Randomization: Participants will be randomly allocated using a 1: 1 allocation ratio to receive the intervention of structured exercise plus SM program or usual care.Outcomes: The primary feasibility outcomes include recruitment rate, retention rate, and adherence rate.The secondary outcomes include exercise knowledge and behavior, HRQoL and resource utilization.Analysis: A blinded assessor will assess outcomes at baseline, post intervention, at 2-and 4-month follow up.Intervention feasibility and effectiveness will be assessed using descriptive statistics and analysis of covariance for continuous outcomes.Discussion: This study aims to assess the feasibility of a novel KT intervention to close the current KT gap and increase exercise awareness for women with BC.This project will assess process and resource variables before implementation of a larger scale intervention.The overall project goal is to promote sustainable exercise behaviour to help manage the burden of BC.Trial Registration: This trial was registered on ClinicalTrials.gov
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.018 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.005 | 0.003 |
| Insufficient payload (model declined to judge) | 0.034 | 0.003 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".