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
Abstract Bountiful, British Columbia is Canada’s only openly polygamous community. Public discussions about Bountiful suggest that the only form of marriage practised there is polygamous, and that this is usually harmful to women and children. This article suggests that this monolithic representation of marriage in Bountiful misses the conjugal pluralism that exists in this community. Part I sets out the typical portrayal of marriage in Bountiful offered by Canadian public and political discussions. Part II contrasts this portrayal with five stories about marriage in Bountiful that the author observed or was told about while conducting field research. These stories indicate that conjugal heterogeneity is both existent and accepted in Bountiful. They also suggest that, in becoming and being a wife in Bountiful, women can experience varying degrees of choice and agency. All of this is relevant to exploring how a fuller recognition of the conjugal diversity and choices that may exist in a place like Bountiful might affect formal juridical approaches to polygamy.
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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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