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Record W2914910327 · doi:10.1186/s12875-018-0898-z

Integration of chronic disease prevention and management services into primary care (PR1MaC): findings from an embedded qualitative study

2019· article· en· W2914910327 on OpenAlexafffundabout
Martin Fortin, Maud‐Christine Chouinard, Bayero Boubacar Diallo, Tarek Bouhali

Bibliographic record

VenueBMC Family Practice · 2019
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Education
Canadian institutionsUniversité du Québec à ChicoutimiUniversité de Sherbrooke
FundersFonds de Recherche du Québec - SantéUniversité du Québec à ChicoutimiUniversité de SherbrookePfizer
KeywordsMedicineEmpowermentQualitative researchIntervention (counseling)Disease managementFocus groupRandomized controlled trialFamily medicineNursingHealth careQuality of life (healthcare)DiseasePrimary careAlternative medicineHealth management system

Abstract

fetched live from OpenAlex

BACKGROUND: The PR1MaC study was conducted to evaluate the integration of Chronic Disease Prevention and Management services into primary care practices and was reported effective. The aim of this study was to further explore the effects of the PR1MaC intervention on patients and their family. METHODS: We conducted a qualitative study embedded in a randomized controlled trial. The trial was implemented in eight primary health care practices in the Saguenay region, Quebec, Canada. The interdisciplinary patient-centred team-based intervention included self-management support and a motivational approach. We conducted focus groups and semi-directed individual interviews with patients, family members and healthcare professionals. RESULTS: Perceived positive effects can be grouped into six major themes: awareness, improved knowledge, improved motivation and empowerment, adoption of healthy behaviours, improvement of health status and improvement of quality of life. On the negative side, some participants reported lack of sustainability of newly acquired benefits in the months following the intervention. CONCLUSIONS: Integrating chronic disease prevention and management services into primary care settings had impacts on patients and their family members. These findings are consistent with findings that were reported in the quantitative study. Further studies should address longterm sustainabilility in terms of benefits for the patients. TRIAL REGISTRATION: ClinicalTrials.gov, no.: NCT01319656 .

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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.346
Threshold uncertainty score0.530

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 communication0.0000.001
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 head0.030
GPT teacher head0.384
Teacher spread0.354 · 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 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

Citations12
Published2019
Admission routes3
Has abstractyes

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