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Record W4417190767 · doi:10.1177/26323524251401243

Developing robust systems for Track 2 MAID in Canada: A qualitative study

2025· article· en· W4417190767 on OpenAlexafffundabout
Barbara Pesut, Sally Thorne, Laurie Brad-Richards, Janine Brown, Julie A. Campbell, Margaret Hall, L. W. Plewes, David Robertson, Kelli Stajduhar, Caroline Variath, Glendon Wiebe

Bibliographic record

VenuePalliative Care and Social Practice · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealth Systems, Economic Evaluations, Quality of Life
Canadian institutionsVancouver Island UniversitySimon Fraser UniversityUniversity of VictoriaUniversity of ReginaSaskatchewan Health AuthorityOkanagan University CollegeVancouver Coastal HealthUniversity of British Columbia, Okanagan CampusIsland HealthUniversity of British Columbia
FundersCanadian Institutes of Health ResearchMinistry of Health, British Columbia
KeywordsTrack (disk drive)Qualitative researchFast trackQualitative analysisRobustness (evolution)

Abstract

fetched live from OpenAlex

Background: Developing robust care systems to support the evolving landscape of Medical Assistance in Dying (MAID) in Canada has proven difficult. The complexity of applicants applying under Track 2, in which a reasonably foreseeable natural death is not required for eligibility, has challenged the capacities of systems that were initially developed to care for Track 1 applicants. Objective: To identify structures and practices described by healthcare providers involved in Track 2 care as key to developing a robust system of high quality and safe care for persons applying under Track 2 MAID in Canada. Design: A qualitative study informed by the principles of Interpretive Description, a pragmatic research approach developed for health disciplines. Methods: Fifty-five healthcare providers, MAID program administrators, and key informants participated in semi-structured interviews. Interviews were conducted over Zoom™, audio-recorded, transcribed, and analysed using strategies outlined in Interpretive Description. Results: The work of Track 2 care was described as complex, emotionally-laden, risky, and in some regions, inadequately remunerated. MAID coordination centres were effective for Track 2 care when they were team-based; had a structured intake that supported assessors and managed the expectations of applicants; and provided education and navigation support for applicants and family. The coordination centre role was particularly critical when applicants had no primary care provider. The availability of prospective interdisciplinary case consultation was considered essential for optimizing care in the context of Track 2 applicants. Conclusion: The assessment for, and provision of, MAID is unique in healthcare. It is the only federally legislated healthcare act, and it is irreversible. It is also morally contentious, particularly in the case with Track 2 where applicants' years of life lost may be significant. The safe and effective implementation of Track 2 requires a robust systems approach that to-date is available in only some regions of Canada.

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)0.008
metaresearch head score (Gemma)0.007
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 score0.449
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.509
GPT teacher head0.522
Teacher spread0.013 · 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

Citations0
Published2025
Admission routes3
Has abstractyes

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