Rapid response systems and collective (in)competence: An exploratory analysis of intraprofessional and interprofessional activation factors
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
The rapid response system (RRS) is a patient safety initiative instituted to enable healthcare professionals to promptly access help when a patient's status deteriorates. Despite patients meeting the criteria, up to one-third of the RRS cases that should be activated are not called, constituting a "missed RRS call". Using a case study approach, 10 focus groups of senior and junior nurses and physicians across four hospitals in Australia were conducted to gain greater insight into the social, professional and cultural factors that mediate the usage of the RRS. Participants' experiences with the RRS were explored from an interprofessional and collective competence perspective. Health professionals' reasons for not activating the RRS included: distinct intraprofessional clinical decision-making pathways; a highly hierarchical pathway in nursing, and a more autonomous pathway in medicine; and interprofessional communication barriers between nursing and medicine when deciding to make and actually making a RRS call. Participants also characterized the RRS as a work-around tool that is utilized when health professionals encounter problematic interprofessional communication. The results can be conceptualized as a form of collective incompetence that have important implications for the design and implementation of interprofessional patient safety initiatives, such as the RRS.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 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