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
THE HUNGARIAN CHEMICAL SO ciety joined the American Chemical Society to honor the work of Albert von Szent-Gyorgyi, who won the 1937 Nobel Prize in Physiology or Medicine, as an International Historic Chemical Landmark. Ceremonies were held on May 11 at Szeged University in Hungary, in conjunction with the annual meeting of the Hungarian Chemical Society About 40 people were on hand for the outdoor program, which was held, with nature's cooperation, on a sunny spring day ACS established the landmarks program in 1992 to commemorate seminal events in the history of chemistry and to heighten public awareness of the role chemistry has played in the history of the US. and around the world. So far, 40 such landmarks have been designated—not only in the U.S., but also in Canada, France, Germany, India, Mexico, and the U.K The highlight of the ceremony was the presentation of a plaque. Attendees gathered around the plaque, which now ...
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) | 0.006 | 0.002 |
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