Extending Palliative Approaches to Care Beyond the Mainstream Health Care System: An Evaluation of a Small Mobile Palliative Care Team in Calgary, Alberta, Canada
Bibliographic record
Abstract
Background: People experiencing houselessness (PH) endure worse health outcomes than their housed counterparts and often have inadequate care when nearing end of life. Innovative palliative care approaches are necessary when considering socially vulnerable populations. Aim: Evaluate the implementation and early outcomes of the Calgary Allied Mobile Palliative Program (CAMPP) after the first four years of servicing people experiencing extreme social marginality. Setting/Participants: Participants include CAMPP clients and service providers (SPs) who work adjacently to CAMPP in the social services/health sectors. Design: This is a mixed-methods evaluation, including an SP survey ( n = 31); client interviews ( n = 5); collection of program metrics; and case note reviews. Results: The CAMPP has served 128 clients to date. The CAMPP supported clients by connecting them to 62 services, programs, agencies, and/or resources totaling 485 connections. The most referred-to resource was for social support in the community for PH at 61 referrals. The second was for transportation with 57 referrals, followed by referrals to palliative and Home Care programs ( n = 53 referrals). Another common referral was for food assistance with 30 referrals. The survey showed that 97% of SPs agreed that CAMPP is “an essential service in the area of palliative care.” Twenty-six of 30 (87%) “Strongly Agreed” or “Agreed” that their knowledge in working with people with life-limiting illnesses has improved since working with CAMPP. The SPs suggested that the team should focus on referral clarity and improved communication with the wider health care team. Finally, clients reported high levels of satisfaction with CAMPP services. Clients also reported challenges navigating the complexity of care in the social/health services sector. Conclusions: The CAMPP bridges the gap in care between health/social services. The CAMPP connects clients to community resources and is effective in adapting to client needs. This evaluation provides four recommendations to improve and build on the existing program.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".