Models of Care—There Is More Than One Way to Deliver
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Adolescents and young adults (AYAs) with cancer constitute a particular group of patients with unique features, whose needs during and after treatment are poorly met. A standardized model of care for them has yet to be established, as neither the pediatric nor the adult oncology systems seamlessly fit their needs. Regardless of the setting in which they are treated, their health care providers should be aware of the impact that the disease and its treatments have on these especially vulnerable patients. Simple ways of improving the AYA experience should be considered: reducing isolation through connections with peers, adapting the staff's approach to the emotional and developmental needs of this age group, and modifying the hospital environment making it more age appropriate. Commitment of national governments is valuable; building and sharing international experience will accelerate advances in clinical care, education, and research. Further progress in the care of AYA cancer patients is still needed to improve their outcomes.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it