From guidelines to clinical practice: the impact of hospital and geographical characteristics on temporal trends in the management of acute coronary syndromes The Global Registry of Acute Coronary Events (GRACE)
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
AIMS: The extent to which hospital and geographic characteristics influence the time course of uptake of evidence from key clinical trials and practice guidelines is unknown. The gap between evidence and practice is well recognized but the factors influencing this disjunction, and the extent to which such factors are modifiable, remain uncertain. METHODS AND RESULTS: Using chronological data from the GRACE registry (n=12666, July 1999 to December 2001), we test the hypothesis that hospital and geographic characteristics influence the time course of uptake of evidence-based guideline recommendations for acute coronary syndromes (ACS) with and without ST elevation. Certain therapies were widely adopted in both ST-segment elevation myocardial infarction (STEMI) and non-ST-segment elevation myocardial infarction (NSTEMI) patients (aspirin >94% of all patients; beta-blockers 85-95%) and changed only modestly over time. Significant increases in the use of low-molecular-weight heparins and glycoprotein IIb/IIIa inhibitors occurred in STEMI and NSTEMI patients in advance of published practice guidelines (September/November 2000) with marked geographical differences. The highest use of LMWH was in Europe in NSTEMI (86.8%) and the lowest in the USA (24.0%). Contrasting geographical variations were seen in the use of percutaneous coronary intervention (PCI) in NSTEMI: 39.5% USA, 34.6% Europe, 33.5% Argentina/Brazil, 25.0% Australia/New Zealand/Canada (July-December 2001). Theuse of PCI was more than five times greater in hospitals with an on-site catheterization laboratory compared to centres without these facilities, and geographic differences remained after correction for available facilities. CONCLUSIONS: Hospital and geographical factors appear to have a marked influence on the uptake of evidence-based therapies in ACS management. The presentation and publication of major international guidelines was not associated with a measurable change in the temporal pattern of practice. In contrast, antithrombotic and interventional therapies changed markedly over time and were profoundly influenced by hospital and geographic characteristics.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| 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