199 News, Vol. 17 No. 3, April 1982
Bibliographic record
Abstract
An issue of 199 News for April 1982. This issue includes: What The Auto Industry Means to Canada, Ed Learn Ford Settlement, Working Cheap Won't Save Your Job, GM Buys Imports, The Striking Thing About Unions Is That They Work For Us All, Stelco Helps, Milk and Bread Drivers, Dairy Employees Caterers and Allied Employers, WCB Information, Japanese Can't Afford Cars, A Blueprint for Recession, Let's Turn The Tables, Mortgage Burning, Health and Safety Engine Plant, Foundry Coroner's Inquest Recommendations, High Interest Rates Strike Again!!!, The Struggle Must Continue, Strike On Concessions - The Membership Will Decide, You Have The Right To Refuse Unsafe Work, Good Old Days, Just a Thought, Three Million Canadians Poor, Election Results, Retirees, UAW Industry Proposal Urges Tough Rules For Japanese, Education Committee Report, UAW Vacationers, Robots Learn To Reproduce, The Cartoons Above Appeared in The Tonawanda News, Propaganda US Style, Spotlight on Labour History, Auto, An Auto Policy For Canada, Volkswagen Press Release Fact Sheet, Robert White, Donald Hackworth, Maurice Fertey, Patrick Lavelle, The Rest of The Story, McDermott Says Job-Creation Diversionary, Obituaries, Meet The Graduates of the GM - St. John First Aid Class, Megaprojection Buy Canadian, Turning Sixty Five, Health Coalition Supports Bein On Medicare, Retirees' Corner Our Ranks Grow, Zone No. 3 Committeeman Report, Federal Grants Given to UAW Organized Companies, The Lighter Side of the Ailing Auto Industry, Warnings From McDermott, Unions Should Stay Out of Politics!, Empty Throne Speech Has No Answers, Canada's Welfare System Has Few Cheaters, Pensions: A Key In Bargaining, Terry Fox Memorial Bursary, A United Front Among The Canadian Big 3 Is The Approach We Must Now Adopt, As I See It, Winners and Losers.
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 | 0.004 | 0.000 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.356 | 0.339 |
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; the direct Gemma label and the distilled Codex classifier 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".