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Record W2073033979 · doi:10.1136/gut.47.4.598

Fibrosing colonopathy in an adult caused by over use of pancreatic enzyme supplements

2000· letter· en· W2073033979 on OpenAlexaboutno aff
Martin Häusler

Bibliographic record

VenueGut · 2000
Typeletter
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsnot available
Fundersnot available
KeywordsStaffingWorkforceMedicineQuarter (Canadian coin)Service (business)Health servicesInequalityBusinessNursingFamily medicineEnvironmental healthMarketingPopulationEconomic growth

Abstract

fetched live from OpenAlex

OBJECTIVES: To establish the extent of Occupational Health (OH) service provision in the National Health Service (NHS). METHODS: Two postal questionnaires were used to obtain information from purchasers and providers in the NHS in England and Wales. RESULTS: 99.6% of trust and health authority employers claim to provide some form of OH service to their employees indicating widespread recognition of need, but virtually no service is provided to other staff such as general practitioners (GPs), general dental practitioners (GDPs), and their staff. There is a wide variability in the range and quality of OH services, suggested by the enormous differences in medical staffing levels, and the contractual restrictions where the OH service is provided by another NHS employer. Only about a third (highest estimate) to a quarter (lowest estimate) of NHS staff have access to a specialist occupational physician. CONCLUSIONS: Substantial inequality of access to OH services exists for the NHS workforce, despite previous guidance. There is no real evidence to suggest why the extent of provision of OH services varies so greatly between institutions.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.357
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0010.000

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.

Opus teacher head0.055
GPT teacher head0.270
Teacher spread0.215 · 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; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreCommentary

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

Citations35
Published2000
Admission routes1
Has abstractyes

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