Sampling the delicious offerings of Novemburger, with former Ticat Peter Dyakowski and CHCH's Annette Hamm
Bibliographic record
Abstract
It's the most wonderful time of the year ... Novemburger! Scott is joined in studio by Novemburger organizer Martinus Geleynse, as well as newly retired Peter Dyakowski of CFL and 'Canada's smartest person' fame and CHCH's Annette Hamm, to try ten of the mouthwatering offerings from local restaurants for the month of Novemburger. More than 70 restaurants in Hamilton and Burlington are participating this year, with part of the proceeds from each restaurant's Novemburger going toward the United Way of Halton & Hamilton.Guests: Martinus Geleynse, Novemburger organizerPeter Dyakowski, former CFL offensive linemanAnnette Hamm, news anchor with CHCH
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.065 | 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; both teacher heads 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".