Bibliographic record
Abstract
Dum Dums is joined by an expert who runs the The Opportunities to Understand Childhood Hurt [OUCH] Lab at York University, where she studies what effects pain has on infants and babies, and how care givers can help mitigate that trauma in four easy steps. Guest: Dr. Rebecca Pillai Ridell - Associate Professor at York University's Department of Psychology, a Scientific Staff member at Sick Kids (Department of Psychiatry Research), and an Adjunct Associate Professor at the University of Toronto's Department of Psychiatry. Hosts: Donny Kehoe & Hannan Younis Special Guest Host: Garrett Jamieson Producer: Alex Maveal Listen live every Wednesday night at 7pm ET on: www.radioregent.com --OR-- on the TuneIn app and at tunein.com/radio/Radio-Regent-s31265/ facebook.com/dumdumspodcast @DumDumsRadio www.radioregent.com
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.781 | 0.144 |
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".