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
One of the most significant transformations in twentieth-century Christianity is the emergence and development of Pentecostalism. With over five hundred million followers, it is the fastest-growing movement in the world. An incredibly diverse movement, it has influenced many sectors of Christianity, flourishing in Africa, Latin America, and Asia and having an equally significant effect on Canada. Bringing together a previously scattered and somewhat hidden literature, Canadian Pentecostalism provides the first comprehensive overview of the subject. The collection is broad in focus, examining classical Pentecostalism, charismatic movements in the Roman Catholic and mainline Protestant traditions, and neo-Pentecostalism. Contributing authors examine historical debates about the origins of the movement, the response of Pentecostalism to institutionalization and globalization, and the roles of women, indigenous peoples, and immigrants within the Canadian movement.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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