Regional variations in stroke care in England, Wales and Northern Ireland: results from the National Sentinel Audit of Stroke
Bibliographic record
Abstract
STUDY OBJECTIVE: To identify the variations between regions in England, Wales and Northern Ireland in the case-mix, organization and process of care for stroke. DESIGN: Retrospective audit of case notes and service organization. SETTING: Two hundred and ten Trust sites from 197 Trusts in 10 Health Regions in England, Wales and Northern Ireland. PATIENTS: The 6894 consecutive stroke patients admitted between 1 January and 31 March 1998 (up to 40 per Trust). Audit tool: The Intercollegiate Stroke Audit. RESULTS: There are significant differences in stroke care between regions that cannot be explained by known case-mix or clinical variables. The proportion of patients spending more than half their hospital stay in stroke unit care varied between regions from 10% to 27%. Thirty-day mortality in different regions ranged between 21% and 33%. Institutionalization rates for those admitted from home varied between 6% and 19%. Similar variations existed in discharge disability and length of stay. CONCLUSIONS: There were widespread variations in specialist service provision for stroke in different regions. Regional variation in 30-day mortality and in institutionalization after stroke is not explained by clinical factors and therefore may represent different local health care policies and expectations.
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How this classification was reachedexpand
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 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".