The Bill Kelly Show Podcast: Is Canada handling COVID-19 well? Hamilton Police discuss hate crime stats & how is Hamilton dealing with the pandemic?
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
COVID-19 is dominating the news cycle at the moment. What is the latest in it's progression? Is Canada's governments (provincially and federally) handling this well? How prepared are we? Guest: Allison Thompson, Associate Professor of Pharmaceutical Sciences, Professor of Public Health Services Professor of Public Health Sciences, Dalla Lana School of Public Health -Yesterday the hate crime stats were discussed at the Hamilton Police Services Board meeting. What was unveiled?Guest: Frank Bergen, Deputy Chief., Hamilton Police Services-Yesterday it was revealed that there has been a second case of COVID-19 in the City. To provide a quick update and chat how this case came about, Dr. Elizabeth Richardson joins Bill this morning. Guest: Dr. Elizabeth Richardson, Chief Medical Officer, Public Health, City of Hamilton
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.007 | 0.002 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 it