A scoping review to improve conceptual clarity of interprofessional interventions
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Interprofessional education (IPE) and interprofessional collaboration (IPC) have been identified in health education and health care as playing an important role in improving health care services and patient outcomes. Despite a growth in the amount of research in these areas, poor conceptualizations of these interprofessional activities have persisted. Given the conceptual challenges, a scoping review of the interprofessional field was undertaken to map the literature available in order to identify key concepts, theories and sources of evidence. The objective of this review was to develop a theoretically based and empirically tested understanding of IPE and IPC. A total of 104 studies met the criteria and were included for analysis. Studies were examined for their approach to conceptualization, implementation, and assessment of their interprofessional interventions. Half of the studies were used for interprofessional framework development and half for framework testing and refinement. The final framework contains three main types of interprofessional interventions: IPE; interprofessional practice; and interprofessional organization; and describes the nature of each type of intervention by stage, participants, intervention type, interprofessional objectives, and outcomes. The outcomes are delineated as intermediate, patient, and system outcomes. There was very limited use of theory in the studies, and thus theoretical aspects could not be incorporated into the framework. This study offers an initial step in mapping out the interprofessional field and outlines possible ways forward for future research and practice.
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.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.008 |
| Insufficient payload (model declined to judge) | 0.005 | 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 it