Exploring Health Professionals’ Experiences With a Virtual Learning and Mentoring Program (Project ECHO) on Pediatric Palliative Care in South Asia
Bibliographic record
Abstract
Project ECHO (Extension of Community Healthcare Outcomes) is an innovative model of online education which has been proposed to enhance access to palliative care in resource-limited settings. There is limited literature describing how health care providers in low-and middle-income countries benefit from and learn from this type of training. This qualitative description study explores the learning experiences of participants in a Project ECHO program on pediatric palliative care in South Asia through focus group discussions. Discussions were transcribed, coded, independently verified, and arranged into overarching themes. We identified learning themes including the importance of creating a supportive learning community; the opportunity to share ideas and experiences; gaining knowledge and skills, and access to additional learning materials. Designing future programs to ensure a supportive and interactive learning community with attention cultural challenges may enhance learning from future Project ECHO programs.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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".