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Record W2519731840 · doi:10.4088/jcp.15m10082

Disability and Functioning of Patients Who Use Psychiatric Hospital Emergency Services

2016· article· en· W2519731840 on OpenAlexaff
Kevin D. Shield, Paul Kurdyak, Paul A. Shuper, Jürgen Rehm

Bibliographic record

VenueThe Journal of Clinical Psychiatry · 2016
Typearticle
Languageen
FieldMedicine
TopicEmergency and Acute Care Studies
Canadian institutionsPublic Health OntarioUniversity of TorontoInstitute for Clinical Evaluative SciencesCentre for Addiction and Mental Health
Fundersnot available
KeywordsMedicinePopulationPsychiatryMental healthEmergency department

Abstract

fetched live from OpenAlex

OBJECTIVE: First, to compare the level of disability and functioning of patients who access psychiatric emergency services by diagnosis and service use frequency. Second, to compare patients who access psychiatric emergency services to the general population in terms of demographics and the level of disability and functioning. METHODS: Data from 420 patients were obtained by time-based sampling from August 2011 to February 2012 in the emergency department of a psychiatric hospital that provides services to adolescents and adults. The 2011 and 2012 Centre for Addiction and Mental Health Monitor surveys were used as a representative adult general population sample. Disability and functioning were measured using the World Health Organization Disability Assessment Schedule (WHODAS). RESULTS: Variation in WHODAS scores among psychiatric emergency patients was observed within but not between diagnostic categories and within frequency of use of these services categories. Psychiatric emergency patients had a mean WHODAS score of 38.0, significantly higher (P < .001) than the mean score of 5.0 for the general population; however, there was overlap in the distribution of WHODAS scores. Compared to the general population, psychiatric emergency patients were more likely to be men, younger in age, never married, and unemployed or a student. CONCLUSIONS: Psychiatric emergency patients are demographically different when compared to the general population. Furthermore, since disability and functioning are highly variable within but not between psychiatric diagnostic categories, data on disability and functioning should be collected for psychiatric emergency patients, in addition to diagnosis data, to more accurately align patients with the appropriate intensity of services.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.025
GPT teacher head0.350
Teacher spread0.325 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations3
Published2016
Admission routes1
Has abstractyes

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