Systematic review protocol for facilitators and barriers to integrating health services for traumatic brain injury and mental health or addictions
Bibliographic record
Abstract
INTRODUCTION: In the most populous province of Canada, one in five adults and one in six students report a lifetime history of traumatic brain injury (TBI). These individuals were also more likely to report elevated psychological distress and use illicit substances compared with those without TBI. The need for integrated health services has been recognised globally, yet efforts to develop more comprehensive and effective care for TBI and mental health and/or addictions (MHA) continue to be challenged by the siloing of the two systems. This protocol is for a systematic review that describes the current types of integrated care for TBI and MHA and identifies the barriers and facilitators to integrating healthcare for these populations. METHODS AND ANALYSIS: This review will systematically search MEDLINE, EMBASE, PsycINFO, CINAHL, Cochrane Central Register of Controlled Trials, Sociological Abstracts, and Dissertations & Theses Global. References of eligible articles will also be searched for additional relevant studies. The search strategy will include the use of text words and subject headings relevant to the concepts 'TBI,' 'substance abuse, gambling, or mental health,' 'integrated healthcare,' 'barriers and facilitators,' and 'healthcare access.' Two reviewers will independently screen all articles based on predetermined inclusion and exclusion criteria and perform quality assessment on eligible studies. A narrative synthesis will be conducted using the data abstracted by the two reviewers. ETHICS AND DISSEMINATION: Findings from the systematic review will be published in peer-reviewed journals, presented at scientific meetings, and summarised for key stakeholders in the field of TBI and/or MHA. This protocol will form a systematic review that holds the potential to impact policy and planning in the development of integrated person-centred care for TBI and MHA and addresses a recognised gap in TBI care. TRIAL REGISTRATION NUMBER: CRD42018108343.
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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 | 0.147 |
| Meta-epidemiology (narrow) | 0.008 | 0.008 |
| Meta-epidemiology (broad) | 0.027 | 0.020 |
| Bibliometrics | 0.020 | 0.020 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.012 | 0.013 |
| Open science | 0.008 | 0.007 |
| Research integrity | 0.011 | 0.009 |
| Insufficient payload (model declined to judge) | 0.098 | 0.015 |
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".