Evidence synthesis of health policy and systems research in rehabilitation: a protocol for Cochrane overviews of systematic reviews on delivery, governance, financial arrangements, and implementation strategies
Bibliographic record
Abstract
Cochrane Rehabilitation and the World Health Organization (WHO) Rehabilitation Program are collaborating to produce four Cochrane overviews of systematic reviews that synthesize the current evidence from health policy and systems research (HPSR) in rehabilitation. They will focus on the four pillars of HPSR identified by the Cochrane Effective Practice and Organization of Care (EPOC) taxonomy: delivery arrangements, financial arrangements, governance arrangements, and implementation strategies. The protocol describes why HPSR is currently needed in rehabilitation, provides detailed information on the four EPOC pillars in interaction with rehabilitation and reports the Cochrane methods that will be followed to produce the overviews. 1. Del Furia MJ, Minozzi S, Arienti C, Battel I, Capodaglio P, Côté P, Décary S, De Groote W, Duttine A, Frontera WR, Gimigliano F, Kiekens C, Mudau Q, Ryan R, Sabariego C, Negrini S. Delivery arrangements for rehabilitation services in health systems: an overview of systematic reviews. 2. Gimigliano F, Arienti C, Butzback OK, Capodaglio P, Côté P, Décary S, Del Furia MJ, De Groote W, Duttine A, Frontera WR, Iolascon G, Kiekens C, Liguori S, Minozzi S, Mudau Q, Negrini S, Paoletta M, Ryan R, Sabariego C, Moretti A. Financial arrangements for rehabilitation services in health systems: an overview of systematic reviews. 3. Atkinson-Graham M, Mior S, Bakaa N, Konstantinidis T, Wong J, Arienti C, Capodaglio P, Décary S, De Groote W, Del Furia MJ, Duttine A, Frontera WR, Kiekens C, Minozzi S, Gimigliano F, Mudau Q, Negrini S, Ryan R, Sabariego C, Côté P. Governance arrangements for rehabilitation services in health systems: an overview of systematic reviews. 4. Touhami D, Ryan R, Engeda EH, Arienti C, Capodaglio P, Côté P, Décary S, Del Furia MJ, De Groote W, Duttine A, Frontera WR, Gimigliano F, Kiekens C, Minozzi S, Mudau Q, Negrini S, Sabariego C. Implementation strategies for rehabilitation services in health systems: an overview of systematic reviews. The protocol is largely common to all four overviews. The individual parts of each overview can be identified by the sub-titles delivery arrangements, financial arrangements, governance arrangements, and implementation strategies for overviews 1 to 4.
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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 | 0.204 | 0.269 |
| Meta-epidemiology (narrow) | 0.009 | 0.010 |
| Meta-epidemiology (broad) | 0.021 | 0.027 |
| Bibliometrics | 0.029 | 0.040 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.013 | 0.011 |
| Open science | 0.009 | 0.012 |
| Research integrity | 0.012 | 0.017 |
| Insufficient payload (model declined to judge) | 0.097 | 0.020 |
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".