Quality indicators for transition from paediatric to adult care for adolescents with chronic physical and mental illness: protocol for a systematic review
Bibliographic record
Abstract
INTRODUCTION: Transition from paediatric to adult care is a complex process, which poses significant challenges for adolescents with chronic physical and mental illnesses. For many, transfer to adult care is associated with poor health and psychosocial outcomes. Quality indicators to evaluate transition to adult care are needed to benchmark and compare performance across conditions and health systems. This systematic review aims to identify quality indicators for successful transition to adult care which can be applied across chronic physical and/or mental illnesses. METHODS: Published literature will be searched using MEDLINE, Embase and CINHAL from earliest available date to July 2021. Grey literature will be searched using the Grey Matters tool. Using a set of inclusion/exclusion criteria, two independent reviewers will screen titles and abstracts, followed by full-text review. Disagreements will be resolved by a third reviewer. Study selection and data extraction will follow the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Protocols. Study appraisal will be completed using the Appraisal of Guidelines for Research and Evaluation for Quality Indicators instrument. Extracted quality indicators will be categorised into a conceptual framework. ETHICS AND DISSEMINATION: Results from this review will offer novel insights into quality indicators that may be used to measure and evaluate transition success across conditions, which will be disseminated via a Canadian transition collaborative, workshops and peer-reviewed publication. Extracted quality indicators will be further prioritised in a Delphi study with patients, caregivers and providers. This is a critical step in developing a core set of metrics to evaluate transitions to adult care. Ethics approval is not required as this review will identify and synthesise findings from published literature. PROSPERO REGISTRATION NUMBER: CRD42020198030.
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.
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 | 0.107 | 0.143 |
| Meta-epidemiology (narrow) | 0.007 | 0.006 |
| Meta-epidemiology (broad) | 0.017 | 0.023 |
| Bibliometrics | 0.017 | 0.018 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.010 | 0.010 |
| Open science | 0.006 | 0.007 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.068 | 0.010 |
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".