Bibliographic record
Abstract
June 23, 2013 marks 120 years since the birth of Merrill Denison, a playwright, radio dramatist, essayist, journalist, environmental advocate, and writer of corporate histories. 2 His embrace of Canadian subjects as well as his success in crafting a living for himself as a professional writer during the early twentieth century set him apart from many of his contemporaries. Despite his numerous accomplishments, Denison has arguably receded from our collective memory. 3 It is possible that time has not been kind to him because he was a populist who strove to achieve commercial success. However, to dismiss Denison for a presumed lack of artistic gravitas is to ignore the political and aesthetic importance of his work. The social issues he addressed, including transnational citizenship, rural poverty, women’s rights, and the environment, remain timely. In addition, he was a writer at the vanguard of the Little Theatre Movement in Canada, and one of the early innovators of literary genres such as radio drama and creative non-fiction. Within this context, the brief overview of Denison’s career that follows is intended not only to celebrate the birth of this prolific writer, but also to highlight some of the ways his work resonates today.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.030 | 0.006 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.014 | 0.002 |
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".