Alternatives to Decentralization of Pharmaceutical Policies in Brazil: Case Studies of HIV/AIDS and Tuberculosis
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
Increasing attention has been paid to decentralized health care systems in order to evaluate health outcomes. In Brazil, state-run pharmaceutical assistance falls within the scope of a decentralized health care system, also known as SUS (Brazilian Unified Health System). The research intends to shed light on pharmaceutical policy implementation in Brazil through SUS, and argues that it can be used as a guide for institutional reform. This will be accomplished by reviewing the weaknesses and strengths of the SUS decentralized structure as revealed in the pharmaceutical policy responses to HIV/AIDS and tuberculosis. Under the assumption of pharmaceutical assistance improvement conditioned to re-centralization of some functions; it can be argued that a balanced approach to decentralization is more desirable to the pharmaceutical sector than the existing decentralized system. The aim of this study is to highlight the advantages of establishing a hybrid system for pharmaceutical assistance.
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 | 0.000 | 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) | 0.001 | 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