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. ...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.364 | 0.344 |
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 source (direct Gemma or distilled Codex), 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".