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Record W3175855983 · doi:10.1186/s13690-021-00703-3

Using the QI Maturity Tool – Modified Ontario Version to assess the state of QI maturity in Ontario’s public health units

2021· article· en· W3175855983 on OpenAlexafffundabout
Madelyn Law, Alex Berry, Nicole Clarke, Graham Hay, Caitlin Muhl, Kelly A. Pilato, Danielle Hunter, Anna Larson

Bibliographic record

VenueArchives of Public Health · 2021
Typearticle
Languageen
FieldHealth Professions
TopicPublic Health Policies and Education
Canadian institutionsInnovation Initiatives Ontario NorthHalTechRegional Municipality of NiagaraBrock University
FundersPublic Health OntarioCanadian Institutes of Health Research
KeywordsMaturity (psychological)Public healthMedicineHealth services researchHealth informaticsHealth administrationEnvironmental healthTraditional medicineNursingPolitical scienceLaw

Abstract

fetched live from OpenAlex

BACKGROUND: Implementation of quality improvement (QI) practices varies considerably among public health units (PHUs) in Ontario. With the emphasis on continuous quality improvement (CQI) in the revised Ontario Public Health Standards (OPHS), there is a need to understand the level of QI maturity in Ontario's PHUs. The objective of this research was to establish a baseline understanding of QI maturity in Ontario's PHUs. METHODS: The QI Maturity Tool - Modified Ontario Version was used to assess the state of QI maturity in 34 PHUs across Ontario. QI maturity was assessed through 23 questions across three dimensions: QI Organizational Culture; QI Capacity and Competency; and QI Perceived Value. QI maturity scores were classified into five stages: Beginning; Emerging; Progressing; Achieving; and Excelling. QI maturity scores were calculated for each of the 34 participating PHUs to determine their stage of QI maturity. Each PHU's score was then used to determine the provincial average for QI maturity. Participants were also asked to answer three questions related to core CQI organizational structures. RESULTS: Across the 34 PHUs, 3503 staff participated in the survey. A review of individual PHU scores indicates that Ontario's PHUs are at varying stages of QI maturity. The average QI maturity score of 4.94 for the 34 participating PHUs places the provincial average in the "Emerging" stage of QI maturity. By QI dimensions, the participating PHUs scored in the "Emerging" stage for QI Organizational Culture (5.09), the "Beginning" stage for QI Competency and Capacity (4.58), and the "Achieving" stage for QI Perceived Value (6.00). CONCLUSION: There is an urgent need for Ontario's PHUs to progress to higher stages of QI maturity. Participants place a high value on QI, but collectively are at less "mature" stages of QI in relation to QI organizational culture and the competency and capacity to engage in QI activities. PHUs should leverage the value that staff place on QI to foster the development of a culture of QI and provide staff with relevant knowledge and skills to engage in QI activities.

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)0.010
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.648
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0100.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.002
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 head0.376
GPT teacher head0.454
Teacher spread0.077 · 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 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
Published2021
Admission routes3
Has abstractyes

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