Bibliographic record
Abstract
When we are young, birthdays are a time of gratitude and celebration—gratitude for the gifts we have been given in our lives and for our lives themselves. As we age, we begin to season these rites of celebration with remembrance and reflection. And when we hit particular milestones, we (with our communities) are called upon to reflect—to take stock of the resonance of one life and its reverberations in the greater context of creation. In 2017, as Canada celebrated 150 years since Confederation, the Centre for Drama, Theatre, and Performance Studies (CDTPS) at the University of Toronto celebrated its own milestone and reflected upon fifty years of a life well lived. For both celebrants, this became a time to remember and celebrate great achievements and laudable moments. The months that follow these celebrations have afforded us time to acknowledge and own missteps and time to develop a plan of action for the coming years.
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 | 0.080 | 0.077 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.065 | 0.087 |
| Scholarly communication | 0.036 | 0.018 |
| Open science | 0.005 | 0.032 |
| Research integrity | 0.007 | 0.019 |
| Insufficient payload (model declined to judge) | 0.009 | 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".