MétaCan
Menu
Back to cohort
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 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)0.003
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.199
Threshold uncertainty score0.933

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.075
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 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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueCanadian Journal of General Internal MedicineSame topicHomelessness and Social IssuesFrench-language works237,207