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Record W4410092644 · doi:10.3138/cjgim.2024.0029

Evaluation of a hospital-based case management programme for patients who are experiencing homelessness: A qualitative study of health care workers’ experiences with the Navigator Programme

2025· article· en· W4410092644 on OpenAlexaffvenue
Jeremy Cygler, Oluwagbenga Dada, Stephen W. Hwang, Jesse Jenkinson

Bibliographic record

VenueCanadian Journal of General Internal Medicine · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsMedicineQualitative researchNursingHealth careFamily medicineEconomic growthSociology

Abstract

fetched live from OpenAlex

Introduction: People experiencing homelessness (PEH) have poorer health outcomes after hospital discharge compared with housed individuals. The Navigator Programme is a hospital-based case management programme for PEH that connects Homeless Outreach Counsellors (HOCs) with patients during their hospital admission and follows them in the community for approximately 90 days after hospital discharge. This qualitative study explores the experiences of health care workers who provided care for PEH during their hospitalization and who interacted with the Navigator Programme. Methods: As part of a larger process evaluation, we conducted in-depth, semi-structured interviews with health care workers using an iterative interview guide. We employed thematic analysis, using both a deductive and inductive approach. Results: We interviewed 14 participants at a single academic teaching hospital where the Navigator Programme had been implemented. Study participants identified several benefits of having the Navigator Programme embedded in the hospital, including ease of referral, rapid contact between programme staff and patients, high-quality communication with programme staff, and direct observation of the programme's benefits for patients. The programme helped alleviate participants’ moral distress that was triggered by the unmet needs of PEH. However, participants leveraged the Navigator Programme to offload tasks, rather than to support them in accomplishing tasks. Conclusion: Our findings highlight that a hospital-based case management programme is an innovative approach that can address the discontinuity between hospitals and community-based programmes. This programme also addresses the moral injury experienced by hospital-based workers caring for PEH. Role clarification is an important future consideration.

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)0.025
metaresearch head score (Gemma)0.033
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.995
Threshold uncertainty score0.133

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0250.033
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0090.009
Scholarly communication0.0040.003
Open science0.0040.006
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.075
GPT teacher head0.455
Teacher spread0.380 · 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 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

Citations1
Published2025
Admission routes2
Has abstractyes

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