UK hospitals are better managed than counterparts in Canada, France, Germany, and Italy but not the US, report says
Bibliographic record
Abstract
Hospitals in the United Kingdom are “better managed” than their counterparts in several European countries and Canada, new research concludes. It also says that private sector organisations perform best overall across the countries. Measures such as greater competition and producing more clinically trained managers could improve management and clinical outcomes still further, the report suggests. The management consultancy McKinsey & Company assessed management practices in nearly 1200 hospitals in seven countries in a joint project with the London School of Economics and Political Science (LSE). It found that the UK “delivers strong management practice” relative to its health expenditure, outscoring Canada, France, Germany, and Italy. It ranked closely with Sweden, while the United States was rated highest overall, although it spends substantially more on health per head of population than the other countries. The report’s lead author, Stephen …
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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 | 0.000 |
| 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 | 0.001 |
| 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 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".