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Record W4411371295 · doi:10.1089/pmr.2025.0010

Facilitated Versus Self-Directed Educational Modalities in Palliative Care Training: A Randomized Controlled Trial of the CAPACITI Intervention

2025· article· en· W4411371295 on OpenAlexaff
Midori Matthew, Daryl Bainbridge, Jeff Myers, Oren Levine, Leah Steinberg, Nadia Incardona, Samantha Winemaker, Katherine Kortes-Miller, Kelli Stajduhar, Frances Kilbertus, José Pereira, Hsien Seow

Bibliographic record

VenuePalliative Medicine Reports · 2025
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsNOSM UniversityUniversity of VictoriaLakehead UniversityUniversity of TorontoMcMaster University
Fundersnot available
KeywordsModalitiesRandomized controlled trialIntervention (counseling)Palliative careMedicinePhysical therapyPsychologyNursingInternal medicineSociology

Abstract

fetched live from OpenAlex

Background: Community Access to Palliative Care via Interprofessional Teams Improvement (CAPACITI) is a virtual educational program designed to support primary care providers in delivering a palliative approach to care. This study evaluated whether expert-facilitated sessions result in greater self-rated competency than a self-directed format across three CAPACITI modules: Identification and Assessment, Communication, and Ongoing Management. Methods: We conducted a randomized controlled trial where 566 interprofessional primary care team members were randomized to facilitated or self-directed delivery of the CAPACITI program. Participants completed two validated surveys at baseline and after each module: the End-of-Life Professional Caregiver Survey and the CAPACITI Competencies survey. These assessed self-rated comfort and competency in providing palliative care. Results: Of the 566 participants randomized, 378 completed Module 1, and 270 and 192 completed Modules 2 and 3, respectively. Participants in both study arms demonstrated significant improvements in self-assessed comfort and competency following each module. No significant differences were observed between the facilitated and self-directed groups across either survey instrument. Conclusion: Participants in both the facilitated and self-directed study arms reported significant increases in self-rated comfort and competency in providing a palliative approach to care. CAPACITI demonstrates that a relatively large, intensive, and feasible training program can be implemented virtually across diverse care settings. These results support the broader application of structured, scalable educational interventions in primary care, particularly those grounded in practical content and adult learning principles. Trial registration number: ClinicalTrials.gov NCT05120154. Date registered: Oct 15, 2021. The authors affirm that this trial was registered prior to enrolling any participants.

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)0.002
metaresearch head score (Gemma)0.023
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.108
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.023
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.107
GPT teacher head0.429
Teacher spread0.323 · 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.

Study designRandomized trial
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 routes1
Has abstractyes

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