Bibliographic record
Abstract
TERESA LARA-INLAND EMPIRE HISPANIC NEWS MOTHER OF THE YEAR PAGE 2 BILINGUAL FAMILY COUNSELING SERVICE-A SUCCESSFUL SERVICE IN THE WESTEND PAGE 3 NORTHSIDE ADVISORY COMMITTEE HEARS PROPOSALS FOR NEW LIBRARY PAGE 4 HOUSE PASSES BACA MOTION TO RESTORE FOOD STAMP BENEFITS TO LEGAL PERMANENT RESIDENTS PAGE 5 DIOCESE STRENGTHENS SEX ABUSE POLICY WITH 10 NEW INITIATIVES PAGE 7 CALIFORNIA TEACHER OF THE YEAR NAMED 2002 NATIONAL TEACHER OF THE YEAR PAGE 8 US COMPANIES SEEK BILINGUAL EMPLOYEES PAGE 8 GOVERNOR SIGNS SENATOR SOTO'S TEACHER HOME VISIT BILL PG 8CHILDREN CELEBRATE MOTHER'S DAY IN PRISON PAGE 10 ENROLLMENT PROJECTIONS PROMPT NEW DEADLINE FOR FALL 2002 QUARTER PAGE 13 HOUSE MEMBERS JOIN BACA IN URGING ATTORNEY GENERAL TO KEEP LOCAL POLICE OUT OF IMMIGRATION PAGE 13
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.
How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.053 | 0.023 |
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; both teacher heads agree on what is shown here.
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".