Understanding access to novel high-cost therapies across Canada: A survey of pediatric oncology providers.
Bibliographic record
Abstract
e13500 Background: In Canada’s publicly funded healthcare system, access to novel cancer therapies is often inequitable. Despite compelling evidence for therapies including targeted drugs, proton therapy, and cellular therapy, many are high-cost and not publicly funded. Provinces differ in their funding review processes, resulting in variable reimbursement, despite national assessment strategies. To explore disparities in access to these therapies for children with cancer, we created an online survey to examine access to select evidence-informed but not universally funded treatments. Methods: This online vignette-based cross-sectional survey of pediatric oncology providers across 16 Canadian centres explored blinatumomab for low-risk relapse of ALL, larotrectinib for TRK-fused soft tissue sarcoma, proton therapy for unresectable head and neck sarcoma, and CT for first relapse of ALL in a patient with Down Syndrome (DS). The primary outcome was provider-reported accessibility to each therapy, compared across centres. Secondary outcomes included time to accessing therapies, funding source, and perceived barriers to access. Results: 70 respondents participated, with 68 (97%) completing at least one question. Respondents' primary roles were pediatric medical oncologist (45.6%), oncology pharmacist (14.7%), nurse practitioner (10.3%), radiation oncologist (10.3%), and hematopoietic stem cell transplant/CT physician (4.4%). Blinatumomab was accessible for low-risk relapse of ALL over 80% of the time, except in Nova Scotia (75%) and Quebec (70%). Reported access to proton therapy was highly variable, ranging from 33.3% in Nova Scotia to 100% in Manitoba. CT for first relapse in patients with DS was deemed accessible 94% of the time, and larotrectinib was deemed accessible 79% of the time. Barriers to accessing blinatumomab, proton therapy, and CT included prolonged time to obtain therapy, patient/family unwillingness to travel for therapy, and economic and psychosocial impact of travelling for therapy. Additional barriers to accessing proton therapy included challenges managing complex patients through travel, and immigration and visa restrictions. Barriers to accessing larotrectinib included being cost-prohibitive for the treating centre and patient, and other effective therapies being faster to obtain. Conclusions: Our findings demonstrate inequitable access to evidence-informed therapies in Canada. The direct costs of these therapies must be addressed to make them less prohibitive for families; however, strategies must also be developed to mitigate psychosocial and economic impacts of travelling to obtain therapies. Universal funding of these therapies, and simplified access to proton therapy centres, including the development of Canadian proton therapy facilities, would increase equitable access, ultimately improving outcomes for children with cancer.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".