Performance of UK National Health Service compared with other high income countries: observational study
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
OBJECTIVE: To determine how the UK National Health Service (NHS) is performing relative to health systems of other high income countries, given that it is facing sustained financial pressure, increasing levels of demand, and cuts to social care. DESIGN: Observational study using secondary data from key international organisations such as Eurostat and the Organization for Economic Cooperation and Development. SETTING: Healthcare systems of the UK and nine high income comparator countries: Australia, Canada, Denmark, France, Germany, the Netherlands, Sweden, Switzerland, and the US. MAIN OUTCOME MEASURES: 79 indicators across seven domains: population and healthcare coverage, healthcare and social spending, structural capacity, utilisation, access to care, quality of care, and population health. RESULTS: The UK spent the least per capita on healthcare in 2017 compared with all other countries studied (UK $3825 (£2972; €3392); mean $5700), and spending was growing at slightly lower levels (0.02% of gross domestic product in the previous four years, compared with a mean of 0.07%). The UK had the lowest rates of unmet need and among the lowest numbers of doctors and nurses per capita, despite having average levels of utilisation (number of hospital admissions). The UK had slightly below average life expectancy (81.3 years compared with a mean of 81.7) and cancer survival, including breast, cervical, colon, and rectal cancer. Although several health service outcomes were poor, such as postoperative sepsis after abdominal surgery (UK 2454 per 100 000 discharges; mean 2058 per 100 000 discharges), 30 day mortality for acute myocardial infarction (UK 7.1%; mean 5.5%), and ischaemic stroke (UK 9.6%; mean 6.6%), the UK achieved lower than average rates of postoperative deep venous thrombosis after joint surgery and fewer healthcare associated infections. CONCLUSIONS: The NHS showed pockets of good performance, including in health service outcomes, but spending, patient safety, and population health were all below average to average at best. Taken together, these results suggest that if the NHS wants to achieve comparable health outcomes at a time of growing demographic pressure, it may need to spend more to increase the supply of labour and long term care and reduce the declining trend in social spending to match levels of comparator countries.
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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 | 0.002 | 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 | 0.000 |
| 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 it