Communication and Interprofessional Collaboration in Primary Care: From Ideal to Reality in Practice
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
To improve patient-centered care, many health care systems are mandating interprofessional collaboration (IPC). However, in many primary care contexts, IPC is still nascent and fraught with tension. Communication is thought to be a key determinant of IPC, but few studies empirically examine IP communication practices. Therefore, we report here on the qualitative portion of a mixed methods pilot study investigating observed IPC and communication in primary care clinics in Quebec, Canada. Studying actual communication practices to understand collaborative activities, we seek to investigate how the ideals of patient centeredness and clinical democracy put forward in the IP literature stack up against actual IPC practice in primary care. Qualitative data was gathered by shadowing health professionals in two primary care clinics, and analyzed through thematic coding. A typology of observed IP practices was created and compared to the continuum of interprofessional collaborative practice. Further analysis focused on how participants made sense of their collaboration, especially why, how and with whom they collaborated. Findings were grouped into three categories of communicative actions: coordinating sequential efforts; assisting others' sensemaking; and working to understand together. Implications for practice and future research are discussed.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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 it