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
Godless is an internet radio show designed to give atheists at the University of Toronto, Scarborough Campus, a voice. We aim to reach out to non-believers, whether they call themselves atheists, agnostics, secular humanists or anything else, and provide a platform for the promotion of reality-based thinking. Episodes 14 through 31 of Godless, recorded in the summer of 2009, were referred to as "Season 2". These were recorded between May and September 2009. This season includes the podcast-only episode 14.5, and several great interviews with scientists, educators and activists. Below are links to the individual episode pages. Episode 14: Scientific Illiteracy (no podcast) Godless episode 14.5: Scientific Illiteracy Continued (unaired) Episode 15: Larry Moran, Science vs. Religion Episode 16: WTF is "Creation Research?" (no podcast) Episode 17: Memetics Episode 18: Abortion Episode 19: Alternative Medicine Episode 20: International News Episode 21: Women and Religion Episode 22: Michael Inzlicht, Neurology of Religion Episode 23: Justin Trottier, Centre For Inquiry Episode 24: Homosexuality Episode 25: Bad "Secular" Arguments Episode 26: The Books Behind the Bible Episode 27: Anti-Vaccination Episode 28: Proof of God Episode 29: No True Scotsman Episode 30: Governments and School Boards Episode 31: Elizabeth Weiss
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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.225 | 0.020 |
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