Children's Oncology Group's 2023 blueprint for research: Pharmacy
Bibliographic record
Abstract
Children's Oncology Group (COG) pharmacists and pharmacy technicians from more than 200 COG-member institutions comprise the COG Pharmacy Discipline. Discipline members serve an essential role in the design and execution of COG clinical trials. Core activities include study drug management, study drug access, clinical trial operations, protocol harmonization, and direct patient care. Discipline members are also actively involved in continuing education, membership engagement, and research across other COG committees/domains. Future areas of committed growth for the discipline include pharmacogenomics, pharmacokinetics, pharmacoeconomics, pharmaceutics, and implementation science.
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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 | 0.025 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.003 | 0.007 |
| Research integrity | 0.023 | 0.016 |
| Insufficient payload (model declined to judge) | 0.075 | 0.056 |
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".