Bibliographic record
Abstract
Canada is a westernized, market-economy nation with a publicly funded health care and cancer control system and has health indices reflective of a high-resource economy. Provision of health services is in accord with the Canada Health Act and is implemented through federal, provincial, and territorial relations wherein federal funding partly provides support for the provincial/territorial delivery of health services. Cancer services are provided within the acute health care system with dedicated entities existing in parallel in most provinces to provide services specific to the diagnosis, treatment, and support of cancer patients. Interprovincial and territorial collaboration to enhance and facilitate optimal cancer system performance is enabled through the Canadian Partnership Against Cancer (the Canadian national cancer control initiative). Adolescent and young adult (AYA) cancer patients use both the pediatric and adult cancer systems. There is recognition, however, that although AYA patients are numerically a small portion of all cancer patients, the negative personal, societal, and socioeconomic impacts of potential years of life lost are substantial and can be lessened through attention to awareness, education, redesign of care and care pathways, quality of life, developmental aspects related to adolescent-teen-adult transitions, continuity of care, and surveillance across pediatric and adult settings. Appropriate solutions need to be established within the framework of the Canadian Health Service by innovative rethinking and realignment of system capacity and performance to the special needs of AYA cancer patients.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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".