Development of a Patient-Centered Pathway of Care for Retinoblastoma Patients: A Mixed-Methods Pilot Study
Bibliographic record
Abstract
INTRODUCTION: Retinoblastoma treatment and follow-up is complex and varies between patients. Pathways of care can enhance the quality of care, patient outcomes, safety, satisfaction, and resource optimization. Developing a pathway of care for retinoblastoma was identified as a top research priority by the retinoblastoma community. This study aimed to co-design and pilot a pathway of care called the "Retinoblastoma Journey Map" tailored for caregivers of newly diagnosed children with retinoblastoma. METHODS: A working group of patients, health professionals and researchers used human-centered design to ideate, prototype and refine the Retinoblastoma Journey Map. Caregivers of affected children were recruited to use and evaluate the Map. Mixed-methods data was collected on feasibility, acceptability, usability and perceived impact on communication, self-efficacy, anxiety, depression, and the quality of physician-patient interaction. RESULTS: The Retinoblastoma Journey Map consisted of an illustrated roadmap with 25 child-friendly stickers covering clinical treatment, medical education and milestones. Quantitative analysis revealed that the Map was feasible, acceptable, and useable; however, no significant effect on communication, self-efficacy, anxiety, depression or quality of physician-patient interaction was observed. Qualitative analysis identified 6 themes: Primary Use; Challenges; Impact; Limitations; Feasibility, Acceptability, and Usability; and Unmet Needs. CONCLUSION: A pathway of care for retinoblastoma, co-designed by researchers, health professionals, and patients, was useable, acceptable, and feasible by caregivers of children with retinoblastoma. While significant effects on communication and physician-patient interaction were not observed, "legacy building" - documentation of the pathway of care by families for later education of their child - emerged as an unanticipated yet important use of the Retinoblastoma Journey Map.
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 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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".