Understanding the Impact on Intensive Care Staff Workflow Due to the Introduction of a Critical Care Information System: A Mixed Methods Research Methodology
Why this work is in the frame
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Bibliographic record
Abstract
The Intensive Care Unit (ICU) is a complex and dynamic tertiary care environment that requires health care providers to balance many competing tasks and responsibilities. Inefficient and interruption-driven workflow is believed to increase the likelihood of medical errors and, therefore, present a serious risk to patients in the ICU. The introduction of a Critical Care Information System (CCIS), is purported to result in fewer medical errors and better patient care by streamlining workflow. Little objective research, however, has investigated these assertions. This paper reports on the design of a research methodology to explore the impact of a CCIS on the workflow of Respiratory Therapists, Pediatric Intensivists, Nurses, and Unit Clerks in a Pediatric ICU (PICU) and a General Systems ICU (GSICU) in Northern Canada.
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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