Why math matters; getting tough with Iran; the push for professional women's hockey; what's ailing Tim Hortons?
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We spoke with mathematician and JUMP Math founder John Mighton about his new book \\"All Things Being Equal: Why Math is the Key to a Better World\\"Also, Michael Mostyn, Chief Executive Officer of B'Nai Brith Canada, joined us to discuss their call for Ottawa to list Iran's Islamic Revolutionary Guard Corps (IRGC) as a terrorist organizationWe were joined by Olympic gold medalist and Hockey Hall of Famer Jayna Hefford about her work with the Professional Women's Hockey Players Association and the push for a viable women's professional league.Plus, we spoke with Sylvain Charlebois, Senior Director, Agri-Food Analytics Lab at Dalhousie University, about Tim Hortons recent struggles and how the iconic Canadian brand can turn things around. Learn more about your ad choices. Visit megaphone.fm/adchoices
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.036 | 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 it