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
Abstract Citizens everywhere are seeking a greater role to influence their government decision‐making. This interest in policymaking decisions has forced governments to adopt new methods to involve citizens. Although most governments acknowledge the need of their citizens' active participation in their healthcare plans, they do very little to facilitate such involvements. The toughest challenge of most healthcare systems is to get providers to acknowledge the importance of patients' choices in the health decision‐making process and to develop strategies to disseminate this information into clinical decisions. There is no gold standard among actively participating citizens in choosing policies that affect their day‐to‐day lives. There is also no evidence to support the idea that citizens' participation in decision‐making undermines the role of democratically elected representatives. If governments are interested in eliminating the apparent democratic deficit in healthcare policymaking, they need to create a vehicle that safely transfers information to their citizens and make it physically, socially, and culturally accessible to the community.
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 | 0.023 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.000 | 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 it