A Process for Change in the Care of Adolescents and Young Adults with Cancer in Canada. “Moving to Action”: The Second Canadian International Workshop. International Perspectives on AYAO, Part 1
Bibliographic record
Abstract
The Canadian National Adolescent and Young Adult Cancer Task Force (NTF) held its second international workshop in Toronto during March 2012. The workshop's theme, “Moving to Action,” focused on implementing the NTF's recommendations, published previously in the Journal of Adolescent and Young Adult Oncology. Here we provide a review of the NTF's process of engagement and actions in order to advocate for and implement a change process in the care of AYA patients in Canada. The highlights of the second international workshop and components of the resulting “Framework for Action” are reported.
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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 | 0.042 | 0.026 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.035 | 0.025 |
| Scholarly communication | 0.019 | 0.006 |
| Open science | 0.007 | 0.021 |
| Research integrity | 0.007 | 0.018 |
| Insufficient payload (model declined to judge) | 0.004 | 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".