199 News, Vol. 14 No. 8, July and August 1979
Bibliographic record
Abstract
An issue of 199 News for July and August 1981. This issue includes: A Senseless Death, Japan Report, Robots Making Robots Factories Without Workers, Canadians Lose A Champion Of The People, But The Torch He Lighted Still Glows, Budget keeps Tory Promise To The Corporations, It's The Workers Through The Ballot Who Decide Who Will Speak For Them - Not General Motors, Connell Back, Thanks To Retirees, Amnesty International Needs Your Support, Status of Our Building Corp. Loan As of May 1, 1981, The Cream Separator, Reality, Retirees, Don Quinn Column, Whole In Body, Mind and Spirit, Health And Safety, Boycott The Bank of Commerce, Burger King, Auto Crisis in The 80's, Industry Has Benefitted From New Technology For Years, St. John Ambulance Annual Review GM 109 Division on Parade, Tommy Hopgood Retires, UAW Lounge, Notice, Local 199 UAW Golf Tournament, Retirement Stag, Summer Safety, Labour Myths, Meet Stephen Friedrich Our Award Winning Cartoonist, Don't Count Your Cliches, Don't Kick Me, Tariffs, Quotas and The Auto, The Pyramid Con Game, Local UAW Annual Picnic, Zone 10, UAW Tells Ford and GM What We Want, Food Box, Doctors Participating in OHIP, Auto Industry Productivity (US and Canada), Recording Secretary Column, Retiree's Corner, Just a Thought, Apprentice Committee, Another Senseless Death, The Real Rip-Off Artists In Society.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.337 | 0.358 |
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".