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
Sherwood (Sherry) Rowland "for their work in atmospheric chemistry, particularly concerning the formation and decomposition of ozone".Mario's special issue closely follows an All-Star symposium celebrating his 70th birthday that was held in La Jolla, California.We are grateful to the many authors, including many of the symposium attendants, who contributed papers to Mario's special issue.The Journal of Physical Chemistry is a most appropriate venue for a Mario Molina special issue as it boasts some 57 of his papers, of which 31 have been cited 31 times or more, and of which 8 have been cited 100 times or more.One of Mario's signature scientific achievements, the elucidation of ClO dimer production pathways from ClO radicals, was published in the Journal of Physical Chemistry in 1987 and has been cited more than 500 times.Mario Molina is a remarkable person, scholar, and scientist whose impact has been felt globally in several arenas of science, engineering, and policy.Mario is also the first Mexican American to be awarded a Nobel Prize in the sciences.His Nobel lecture and his
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 | 0.001 | 0.001 |
| 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 | 0.001 | 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