General practitioners’ knowledge and use of an urban Australian hospital General Practice Liaison service: A qualitative study
Bibliographic record
Abstract
BACKGROUND AND OBJECTIVES: Strong integration between primary and secondary healthcare is essential. Health services across Australia have developed General Practice Liaison (GPL) services to improve communication and understanding between general practitioners (GPs) and hospitals. The aim of this study was to explore GPs' experiences of and interaction with a health service's GPL service and capture perspectives concerning future service expansion. METHOD: This descriptive qualitative study used semi-structured interviews with 10 GPs in the catchment area of a large urban health service in Melbourne in 2018. Data were analysed thematically. RESULTS: While GPs accepted the value of a GPL service, few had direct experience. Acknowledging the challenge of negotiating complex healthcare systems, they saw GPL services ideally staffed by a health professional, not necessarily a GP. DISCUSSION: The results provide insight into what GPs want from a GPL service. This can inform development of the GPL role within health services.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.012 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".