199 News, Vol. 1 No. 7, November 1990
Bibliographic record
Abstract
An issue of 199 News for November 1980. This issue includes: Hiring Rights Of Laid Off Workers, Our New GM Chairman, We Were There and Local 199 Was Number One, A Few Words From John, Two Faced, Workers Doing Their Share, GM - UAW Ball Hockey Tournament, Trade Unionist Receives Top Environment Award, Sitting Here Without a Job, McKinnon Flashback, Save Energy Money, Pension Seminar, Not What It's Beefed Up To Be, Credit For Previous Experience, Safety, Ball Hockey Tournament, Apprentice Time Sheets, AIMCO Unit, Your Dues Dollar, Forge Report, Retiree's Corner, The Way I See it, Benefit Repayment High Income Claimant, Warm Clothes Insulate Best, Ten Top Unions In Canada by Membership, Leadership Marches, The Treck, Local 199 Ladies Slow Pitch Team Banquet, UAW Lounge, Potter Distilleries, Ron Davis' Column, RAPE, Plant Closures Family Tragedies.
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 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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.289 | 0.307 |
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".