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Record W2530497301 · doi:10.1093/intqhc/mzw104.63

ISQUA16-2674THE ACCREDITATION CANADA PROGRAM: FACILITATING INTEGRATION ACROSS A HEALTH SYSTEM AND THE CONTINUUM OF CARE

2016· article· en· W2530497301 on OpenAlexaffabout
Tyler D. Yan, Catherine Gaulton, James R. Mitchell

Bibliographic record

VenueInternational Journal for Quality in Health Care · 2016
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Quality and Management
Canadian institutionsNova Scotia Health Authority
Fundersnot available
KeywordsContinuum of careAccreditationHealth careHealthcare systemNursingMedicineFamily medicineMedical educationPolitical science

Abstract

fetched live from OpenAlex

This presentation showcases how accreditation can be used as a catalyst to facilitate the integration of quality improvement efforts across an entire province-wide health authority and across the continuum of care. In the fall of 2014, legislation created two health authorities in the Canadian province of Nova Scotia. Effective April 2015, nine health authorities were amalgamated under one governing body. While the second health authority, the Izaak Walton Killam Health Centre, retained its governance structure, the formation of an integrated health authority created the need for a new approach to accreditation in the province for the newly-created entity, the Nova Scotia Health Authority (NSHA). In order to ensure a consolidated approach to quality and safety and to obtain a common baseline, the overall NSHA 2017 on-site survey has been designed to inform three key question lines: ... Interim bridging on-site surveys in 2016 for the former health authorities are being used to ensure that standards for high risk areas such as Infection Prevention and Control and Medication Management are maintained. Self-assessments and organizational questionnaires on patient safety culture and worklife are also being deployed in 2016 to provide a comprehensive gap analysis and to inform an action plan for integrated quality improvement.

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)0.031
metaresearch head score (Gemma)0.032
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: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.069
Threshold uncertainty score0.504

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0310.032
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0130.006
Scholarly communication0.0080.002
Open science0.0030.009
Research integrity0.0050.005
Insufficient payload (model declined to judge)0.0330.004

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 head0.100
GPT teacher head0.546
Teacher spread0.446 · 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
Published2016
Admission routes2
Has abstractyes

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