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Record W4309361323 · doi:10.46747/cfp.6811829

Home-based primary care in Canada

2022· article· en· W4309361323 on OpenAlexaffvenueabout
Paul Sawchuk, Amanda Condon, Tara L. Stewart

Bibliographic record

VenueCanadian Family Physician · 2022
Typearticle
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsGeorge & Fay Yee Centre for Healthcare InnovationUniversity of Manitoba
Fundersnot available
KeywordsThematic analysisReferralContext (archaeology)NursingTeam compositionMedicineMedical homeQualitative researchPopulationHealth carePopulation healthPrimary careFamily medicineMedical educationPsychologyPublic healthSociologyPolitical science

Abstract

fetched live from OpenAlex

PROBLEM ADDRESSED: While the home-based primary care model offers potential patient and system-level benefits, implementation of interprofessional home-based primary care teams has not been widespread. When caring for homebound patients, family physicians are often not included as regular contributors or participants in the team that coordinates and plans much of the care for these patients. OBJECTIVE OF PROGRAM: To describe a selection of home-based primary care practices and to identify barriers to and facilitators of the creation and sustainability of these models within the publicly funded health care system. PROGRAM DESCRIPTION: Five existing home-based primary care practices were examined: 1 each in Victoria and Vancouver in BC; 1 in Winnipeg, Man; and 2 in Toronto, Ont. The research team conducted semistructured team interviews, interviews with the physician leads, and informal observation of elements of team-based care planning at these 5 sites. From these sources, descriptions of each practice were developed in terms of practice history, context, and initiating factors; practice goals and performance management; and practice design elements, including target population, referral sources, and team composition. A qualitative thematic content analysis was used to extract and distil implementation barriers and facilitators across the 5 practices. Members of each practice team validated the interpretation of thematic information. Substantial heterogeneity was found in the composition of the interprofessional teams. The overarching initiating factor for the home-based component of all practices could be described as identifying and addressing unmet community need. Physician leadership, creative funding models, team camaraderie, and community partnerships were the main facilitators. Limited health system support, geography, and lack of existing models of care were the main barriers. CONCLUSION: Substantial barriers to wider implementation of home-based primary care practices persist. Examination of existing practices identifies the importance of physician leadership and commitment to meeting community need.

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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.241
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.018
GPT teacher head0.266
Teacher spread0.248 · 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 designNot applicable
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

Citations2
Published2022
Admission routes3
Has abstractyes

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