Mobilization Patterns of Patients After an Acute Myocardial Infarction
Bibliographic record
Abstract
This study was aimed to identify the mobilization patterns of acute myocardial infarction (AMI) patients during their first three days in the coronary care unit (CCU) by performing a prospective observational pilot study design. The study included 31 diagnosed AMI patients admitted to three CCUs. Mobilization patterns classified as bed rest, semi-fowler, transfer to chair, and standing/walking were documented by CCU nurses for 72 consecutive hours after patient admission to the CCU. Of 2,232 possible mobilization periods (72 hr × 31 patients), 1,385 recorded observations of mobilization (62%) were obtained. Bed rest and semi-fowler positions were the most common mobilization patterns; together they accounted for 70% of the documented positions over the first 72 hr in the CCU. Patients who experience an uncomplicated AMI spend the majority of their first 72 hr in CCU in bed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".