Beat around the bush : the Lumber and Sawmill Workers Union and the new political economy of labour in Northern Ontario, 1936-1988 / by Douglas Thur.
Bibliographic record
Abstract
The quality of this microform is heavily dependent upon the quality of Ifie original thesis submitted for microfilming.Every effort has been made to ensure the highest quality of reproduction possible.If pages are missing, contact the university which granted the degree.Some pages may have indistinct print especially if the original pages were typed with a poor typewriter ribbon or if the university sent us an inferior photocopy.Reproduction in full or in part of this microform is governed by the Canadian Copyright Act.R.S.C. 1970.c. (5 30, and subsequent amendments.La qualité de celte microforme dépend grandement de la qualité de la thèse soumise au microfilmage.Nous avons tout fait pour assurer une qualité supérieure de reproduc tion.S'il manque des pages, veuillez communiquer avec l'université qui a conféré le grade.La qualité d'impression de certaines pages peut laisser à désirer, surtout si les pages originales ont été dactylogra phiées à l'aide d'un ruban usé ou si runh/ersHé nous a lait parvenir une photocopie de qualité inférieure.La reproduction, même partielle, de cette microlorme est soumise à la Loi canadienne sur le droit d'auteur, SRC 1970, c.C-30, et ses amendements subséquents.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.011 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".