Ipsos polling, Islamic Heritage and Womens History month, supporting students and opening the Wellspring Randy O'Dell House
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
Sean Simpson, VP of Ipsos gives us the rundown on some new polling numbers that focus on the election issues specific to each province and various age groups of Canadians.Leela Aheer joined the show to discuss the gender pay gap in Alberta. The UCP Minister of Culture, Multiculturalism and the Status of Women says there's still work to be done to bring our province in line with the rest of Canada.How much should a school impact your choice of neighbourhood? Barb Silva, the Communications Director for Support our Students weighs in with her thoughts.Sue was at the grand opening of the new Wellspring Calgary Randy O'Dell House, and met up with Mayor Naheed Nenshi, who offered up his thoughts on the impact for the community and the importance of not for profits.And, there's a big job fair out in Banff. Kendra Scurfield, Brand and Communications Manager at Sunshine Village says there are about 200 jobs that need to be filled.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 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