Effectiveness of pre-licensure interprofessional education and post-licensure collaborative 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
In this paper we scanned and summarized the empirical research evidence and found that the effects of pre-licensure interprofessional education on patient/client care are unknown. In contrast, for post-licensure collaboration interventions, there is a growing body of evidence suggesting positive effects on the delivery of care. The coverage of this latter evidence, however, is patchy, being especially weak in primary care. In interprofessional education, where policy level interventions have been value driven for the last half century, we have identified a base of evidence for the effectiveness of certain post-licensure collaboration interventions; this evidence is lacking for pre-licensure interprofessional education. If interventions and policies for both pre-licensure interprofessional education and post-licensure collaboration are implemented without accompanying rigorous evaluation research, we will remain mired in this same uncertainty into the future.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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