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
<JATS1:p>The Western World is becoming atheist. In the space of three generations churchgoing and religious belief have become alien to millions. We are in the midst of one of humankind’s great cultural changes. How has this happened?</JATS1:p> <JATS1:p>Becoming Atheist explores how people of the sixties’ generation have come to live their lives as if there is no God. It tells the life narratives of those from Britain, Western Europe, the United States and Canada who came from Christian, Jewish and other backgrounds to be without faith. Based on interviews with 85 people born in 18 countries, Callum Brown shows how gender, ethnicity and childhood shape how individuals lose religion.</JATS1:p> <JATS1:p>This book moves from statistical and broad cultural analysis to use frank, humorous and sometimes harrowing personal testimony. Becoming Atheist exposes people’s role in renegotiating their own identities, and fashioning a secular and humanist culture for the Western world.</JATS1:p>
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.009 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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