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
'm Marilyn Wetston ( www.marilyns.ca ) and I Give it to you straight "From a Woman's Perspective" here on AM 740 every Saturday morning at 8 This Saturday Learn about Estate planning from Darren Farwell,Senior Wealth Manager of Scotia McLeod, ( www.farwellwealthmanagement.com ) Get the pros & cons of Sodium in our diet from Nutritionist Leslie Beck of Medisys Health Group. ( www.medisys.ca ), Speak with Nurse Jackie of Bayshore Home Health ( www.bayshore.ca ) about fall prevention and sourcing funding care and hear about the new Accessibilty Laws and the latest in devices to save your life in an emergency from Ronny Wiskin of the Reliable Living Centre ( www.reliableliving.com ) and more All "From a Woman"s Perspective with me Marilyn Wetston and my team this Saturday morning at 8 here on AM 740.
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) | 0.683 | 0.050 |
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