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Record W2050118475 · doi:10.1136/bmj.h1021

Increased A&E pressure and agency staff costs put foundation trusts further into red

2015· article· en· W2050118475 on OpenAlexaboutno aff
Z. Kmietowicz

Bibliographic record

VenueBMJ · 2015
Typearticle
Languageen
FieldHealth Professions
TopicHealth Services Management and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Accident and emergencyFoundation (evidence)Agency (philosophy)MedicineMedical emergencyEmergency medicinePolitical scienceHistoryLawSociology

Abstract

fetched live from OpenAlex

NHS foundation trusts in England became “less operationally resilient” in the last three months of 2014, with increased demand for services and their finances overstretched, especially in the acute care sector, the health sector regulator Monitor has reported. Foundation trusts failed for the third quarter in a row to meet targets set for waiting times in accident and emergency departments, for treatment for cancer, and for elective care, said the quarterly update on performance.1 It showed that the trusts saw 2.7 million people through emergency departments between October and December 2014, the same as in the previous quarter but 8% higher than in the same period last year. Subsequently, hospitals admitted 570 000 for further treatment, 40 000 more patients than in the same three months in 2013, said the report. The sector failed to meet the emergency department target for 95% …

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.187
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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.

Opus teacher head0.113
GPT teacher head0.468
Teacher spread0.355 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2015
Admission routes1
Has abstractyes

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