Time as a Catalyst for Tension in Nurse‐Surgeon Communication
Why this work is in the frame
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Bibliographic record
Abstract
Carefully studying communication patterns between nurses and surgeons questions popular stereotypes about OR discourse and expands educators' understanding of the factors that motivate team communication, patterns that are habitual among team members, and issues that act as catalysts for tension. This study examines the nature of communication between perioperative nurses and surgeons and identifies patterns and sites of tension. Researchers observed 128 hours of interaction between nurses and surgeons in four surgical divisions at one teaching hospital in Ontario, Canada. Field notes were read, coded, and analyzed independently. Results showed that higher tension in nurse-surgeon communication clusters around particular themes, the most dominant of which is time. Analysis of this theme reveals communication strategies that allow surgeons and nurses to achieve individual goals and support social cohesion among team members.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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