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Record W4414238596 · doi:10.1108/jhom-02-2025-0105

Perspectives on the academic mission in Quebec’s health and social services system: a qualitative study

2025· article· en· W4414238596 on OpenAlexafffundabout
Julie Lane, Séverine Lanoue, Maxime Guillette, Marie Massuard, Esther Mc Sween-Cadieux

Bibliographic record

VenueJournal of Health Organization and Management · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHealth Sciences Research and Education
Canadian institutionsUniversité TÉLUQUniversité de Sherbrooke
FundersMinistère de la Santé et des Services sociaux
KeywordsQualitative researchHealth careProcess (computing)PopulationValue (mathematics)Health policyPopulation healthHealth services researchSocial Welfare

Abstract

fetched live from OpenAlex

Purpose Academic health centers play a central role in integrating research, education and specialized care within health systems. In Quebec (Canada), these centers operate within a unique designation process that defines their academic mission and functions. This project, supported by the Ministry of Health and Social Services, explores how the academic mission is perceived and defined by those involved in its implementation, highlighting key functions, challenges and opportunities for its evolution. Design/methodology/approach A qualitative case study was conducted in 2021, involving 43 group interviews with 322 participants from designated and non-designated health and social services centers, universities, public-sector health organizations and national institutes. Data were analyzed using content analysis, combining deductive and inductive approaches to identify key themes. Findings The academic mission remains focused on supporting care and services to improve population health and well-being. Interviewees emphasized the need to create value from academic mission activities and strongly believe in their positive impact. However, they also identified multiple barriers, including lack of recognition, limited resources and integration challenges. While research and education functions were clearly defined, other functions – such as knowledge translation, diffusion, health intervention and technology assessment and leading practices – were more difficult to define due to uncertainties regarding their objectives, implementation and alignment within the academic mission. Originality/value This study provides empirical insights into the evolving academic mission within an integrated health and social services system. It offers recommendations for refining and harmonizing the designation process and criteria and strengthening the academic mission’s impact.

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)0.007
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.230
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.096
GPT teacher head0.533
Teacher spread0.436 · 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 designQualitative
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
Published2025
Admission routes3
Has abstractyes

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