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Record W2338256695

Modifications des horaires de garde : conséquences sur la perception par les résidents de leur qualité de vie et de la sécurité des patients Effect of on-call schedule changes: impact on resident perceived quality of life and patient safety

2014· article· fr· W2338256695 on OpenAlexaboutno aff
Marie-Hélène Lizotte, Marie-Christine Lamy, Benoit Carrière

Bibliographic record

Venuenot available
Typearticle
Languagefr
FieldMedicine
TopicHospital Admissions and Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsPsychologyWork scheduleScheduleHumanitiesOperations managementManagementArtEngineeringScheduling (production processes)
DOInot available

Abstract

fetched live from OpenAlex

Background: In 2012, the province of Quebec called for the elimination of res- ident work shifts in excess of 16 hours. Objective: To evaluate the impact of an on-call sys- tem change in a pediatrics residency program with respect to perceived quality and safety of care provided to patients, as well as quality of life for residents involved. Method: A study using web-based pre- and post- surveys was carried out. The initial survey (IS) was com- pleted with residents involved in 24-hour calls. The second survey (SS) was sent out after the on-call system switched to 12-hour calls. Results: Response rate of 0.85 (IS) and 0.8 (SS). The mean number of hours per week spent in hospital remained unchanged before and after

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)0.008
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 score0.205
Threshold uncertainty score0.407

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0050.000

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 head0.027
GPT teacher head0.350
Teacher spread0.323 · 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

Citations0
Published2014
Admission routes1
Has abstractyes

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