Regulatory and logistical issues influencing access to antineoplastic and supportive care medications for children with cancer in developing countries
Bibliographic record
Abstract
Globally there are numerous impediments, both logistical, regulatory and more recently global drug shortages, hindering pediatric access to therapeutic drugs of all types. Efforts to reduce barriers are ongoing and are especially important in low and middle income countries and for children requiring treatment of conditions such as those encountered in pediatric oncology characterized by the risk of life threatening treatment failures. Progress has been made through the efforts of the World Health Organization and regulators in the US and Europe to encourage the development of therapeutic agents for use in pediatrics and measures taken have fostered the availability of stronger pediatric data to guide therapeutic decisions. Nonetheless, pharmaceuticals remain a global commodity, subject to regulation by the World Trade Organization and this has often had detrimental effects in low and middle income countries. This article emphasizes the need for closer international collaboration to address the barriers currently impeding access to antineoplastic and supportive care medicines for children.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".