Third Circuit Accepts Preemption Arguments; More Cautions About Follow-On Biologics; Health Canada Issues Approval Guidance; FDA Takes First Steps in Expanding Drug Safety; Congress Proposes Requiring “Country of Origin” Statement; Congress Wants Direct Treatment Comparisons; Further Congressional Questions About Drug Advertising; Promised Studies Not Done; Warning over Avandia; Inspections of Foreign Facilities Will Not Be Easy; FDA Guidance on Genomics Term Definitions; European Scientists Want More Nanotechnology Regulation; Geron Stem Cell Trial on Hold; South Korea Clarifies Cloning Regulations; Decisions Needed on Antivirals in Advance of Flu Epidemic; Efforts to Control Genetic Testing; Bush Signs Genetic Information Nondiscrimination Act; Drug Companies Petition for Looser Restrictions on Literature on Off-Label Uses; Merck Said to Have Violated Publishing Ethics; Trade in Biotechnology Requires Closer Control; U.N. Alleges Chinese Dissidents Being Used as Organ Sources; Recent Approvals; Approval Delays?; NIH's Open Access Policy Still Has Publishers Roiled; Tilting at the FDA
Bibliographic record
Abstract
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| 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 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".