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
This chapter describes Bernstein’s education, which prepared him well for his chosen activities. His primary and secondary education took place at William Lloyd Garrison School in Roxbury, MA, and his final six years at the demanding Boston Latin School. Bernstein then attended Harvard College, where he earned an A.B. in Music in 1939. His early life also included two hours of daily Hebrew study at the family’s temple from age eight until his Bar Mitzvah. In addition to his largely academic training in music at Harvard, Bernstein studied piano privately from age ten until his college graduation, and then for two years attended the Curtis Institute of Music in Philadelphia, where he studied conducting with Fritz Reiner and piano with Isabelle Vengerova, earning an M.M. His formal study and the many connections that he made while at Harvard and Curtis helped make possible Bernstein’s rapid success as a conductor and composer.
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 | 0.001 | 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