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Mechanical engineering skills in Canadian industry.

2000· article· en· W4024977 on OpenAlexaboutno aff
Michael Daniel. Sirizzotti

Bibliographic record

VenueActa Psychiatrica Scandinavica · 2000
Typearticle
Languageen
FieldEngineering
TopicEngineering Education and Curriculum Development
Canadian institutionsnot available
Fundersnot available
KeywordsEngineeringBusinessEngineering ethicsManufacturing engineering

Abstract

fetched live from OpenAlex

The aim of the study was to determine the incidence of hospital care with the diagnosis rheumatoid arthritis (RA) among patients with schizophrenia, affective psychosis and neurosis compared with that among hospitalized patients in general. By means of the in-patient register of Stockholm County, a cohort was formed comprising all patients discharged with the diagnoses schizophrenia, affective psychosis and neurosis in Stockholm County during 1971, and a sample of all patients discharged for any diagnosis during the same year. We followed the groups in the in-patient register through 1981 in order to identify hospital episodes with the diagnosis RA. Observed and expected incidences of RA in hospital care were obtained using all hospitalized patients as a reference group. For schizophrenia and affective psychosis the incidence of RA was around half the expected, whereas for neurosis it was close to the expected incidence. With reservation for small numbers of observed cases, the results support the hypothesis of a reduced incidence of RA among patients with schizophrenia. The finding regarding affective psychosis was based on a smaller number of cases and merits further investigations.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.339
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.003
GPT teacher head0.203
Teacher spread0.200 · 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
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
Published2000
Admission routes1
Has abstractyes

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