Frailty in the context of rehabilitation interventions for adults: protocol for a scoping review
Bibliographic record
Abstract
INTRODUCTION: Although a growing number of frail adults can benefit from rehabilitation services, few are included in rehabilitation services, and reasons for their exclusion are not well understood. To inform research directions in rehabilitation for all adults (aged 18 years and older), we will conduct a scoping review to describe (1) the characteristics of frail adult individuals included in rehabilitation interventions (eg, age range, inclusion and exclusion criteria that are applied), (2) the type of rehabilitation interventions that are used for individuals who are considered frail and (3) the commonly reported outcome measures used for these rehabilitation interventions. METHODS: This scoping review will be guided by Arksey and O'Malley's methodological framework. Ageline, Cochrane CINAHL, Embase, MEDLINE, Pubmed, OTSeeker, PeDRO, PsycINFO and Scopus databases will be systematically searched for articles relevant to rehabilitation interventions and health services. To be eligible for inclusion, studies must report on the outcomes from an intervention that involves all individuals (aged 18 and older) who are considered frail. Only English-language, peer-reviewed publications between 1990 and 2018 will be included. A two-step screening process will consist of (1) a title and abstract review and (2) full-text review. In both levels of screening, a minimum of two investigators will independently screen the title and abstract of all retrieved citations for inclusion against a set of minimum inclusion criteria. ANALYSIS: Results will be presented as a narrative synthesis to facilitate the integration of diverse evidence. ETHICS AND DISSEMINATION: This study does not require ethics approval. By examining the current state of rehabilitation interventions for frail adults, this scoping review can offer insight into rehabilitation needs and models of care. It can also guide future rehabilitation research for frail adults. We will share our results with frail adults during a consultation meeting and publish a manuscript in a peer-reviewed rehabilitation journal.
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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 | 0.124 | 0.105 |
| Meta-epidemiology (narrow) | 0.007 | 0.007 |
| Meta-epidemiology (broad) | 0.013 | 0.016 |
| Bibliometrics | 0.015 | 0.015 |
| Science and technology studies | 0.006 | 0.006 |
| Scholarly communication | 0.010 | 0.011 |
| Open science | 0.007 | 0.010 |
| Research integrity | 0.011 | 0.012 |
| Insufficient payload (model declined to judge) | 0.083 | 0.019 |
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".