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Record W1984046068 · doi:10.1503/cjs.002811

Patient compliance with a group model of care: the hernia clinic

2012· article· en· W1984046068 on OpenAlexaffvenueabout
Baukje van den Heuvel, Brock Vair, Geoff Porter, Dennis Klassen, Karen Inglis, H. Jaap Bonjer

Bibliographic record

VenueCanadian Journal of Surgery · 2012
Typearticle
Languageen
FieldMedicine
TopicSurgical Simulation and Training
Canadian institutionsQueen Elizabeth II Health Sciences CentreDalhousie University
Fundersnot available
KeywordsMedicineReferralGeneral surgeryHerniaWaiting listHealth careSurgeryFamily medicine

Abstract

fetched live from OpenAlex

BACKGROUND: In February 2006, a hernia clinic was established at the Queen Elizabeth II Health Sciences Centre in Halifax, Nova Scotia. It was based on a group model of care and was established to increase effective use of resources to reduce waiting times. We conducted a survey of patients referred to the hernia clinic to determine compliance. METHODS: We developed and mailed a questionnaire to all patients who had surgery after assessment at the hernia clinic. Data were analyzed for the entire study group and for 2 subgroups: patients in group I had the same surgeon for assessment and surgery, whereas patients in group II had a different surgeon for assessment and surgery. Differences between subgroups were assessed using the 2-tailed Fisher exact test. Waiting times were recorded. RESULTS: In all, 94 patients responded to the survey. Of these, 67% had the same surgeon for assessment and surgery, and 31% had a different surgeon; 2% were not sure. Two-thirds were comfortable having their surgery performed by a surgeon whom they met the day of surgery. Most patients had confidence in the competence of any surgeon and considered service to be better and faster in a specialized centre. Most felt that a group of surgeons providing hernia care uses resources more effectively. The waiting times from referral to initial consult decreased from 208 (standard deviation [SD] 139) days in 2007 to 59 (SD 70) days in 2009. CONCLUSION: Patient compliance with a group model of care for hernia surgery is high.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.100
Threshold uncertainty score0.188

Codex and Gemma teacher scores by category

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

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 head0.132
GPT teacher head0.294
Teacher spread0.162 · 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.

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

Citations15
Published2012
Admission routes3
Has abstractyes

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