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Record W2579069875 · doi:10.1136/bmj.j222

Trolley waits in England rise sixfold in six years, show latest figures

2017· article· en· W2579069875 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueBMJ · 2017
Typearticle
Languageen
FieldHealth Professions
TopicHealth Services Management and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsQuarter (Canadian coin)Accident and emergencyGovernment (linguistics)ConstitutionService (business)Prime ministerMedicineHistoryMedical emergencyPublic administrationBusinessPolitical scienceLawPoliticsMarketing

Abstract

fetched live from OpenAlex

As the war of words over NHS financing becomes increasingly bitter,12 the statistics that track its performance have acquired a prominence they last enjoyed in the late 1990s, when Tony Blair’s first government was struggling to meet its promise to cut waiting lists. A huge quantity of data are published by the NHS in England covering all parts of the service. As in the 1990s, the keenest attention is always paid to hospital performance, where data on key measures are published monthly. The latest release, covering the period to the end of November 2016, appeared on 12 January.3 The NHS Constitution sets the standard that 95% of patients attending hospital accident and emergency departments should be seen, admitted, or discharged within four hours. In July 2016 NHS Improvement changed the rules slightly, saying that for 2016-17 the aim of hospital trusts should be to improve so that by quarter 4 they could once more meet the standard. So they will be judged in the short term by their rate of improvement, rather than by whether they hit the target. In …

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.

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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.253
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 integrity0.0000.001
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 head0.086
GPT teacher head0.460
Teacher spread0.374 · 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