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 American Chemical Society and its local sections are honoring those who have reached 50 years of membership in 2014. This year, the society has 984 50-year members worldwide. To commemorate reaching this milestone, each member receives a 50-year certificate, a special lapel pin, and a permanent member card entitling him or her to free registration at all national and regional ACS meetings. Sabet Abdou-Sabet Akron, Ohio Alan Douglas Adams Kalamazoo, Mich. Gilbert William Adelstein Evanston, Ill. H. Wayne Adickes Cuero, Texas Irving Milton Adler Fort Wayne, Ind. Javher Advani Hillsborough, N.J. Muhammad Akhtar Lahore, Pakistan Kenneth Stephen Albert Mount Kisco, N.Y. John M. Alexander Coram, N.Y. Monica Ali Bishop, Ga. Herbert E. Allen Bala Cynwyd, Pa. Robert Duff Allendoerfer Williamsville, N.Y. Howard Alper Ottawa, Ontario William Blakeslee Alston Medina, Ohio Thomas Henry Althuis Groton, Conn. Charles David Amata Fort Myers, Fla. Ronald Thomas Amel La Crosse, Wis. Bruce N. ...
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) | 0.000 | 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