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
Drawing on the methods of conversation analysis and ethnography, this book sets out to examine the epistemological practices of Indo-Guyanese villagers as these are revealed in their talk and daily conduct. Based on over eighty-five hours of conversation recorded during twelve months of ethnographic fieldwork, the book describes both the social distribution of knowledge and the villagers' methods for distinguishing between fact and fancy, knowledge and belief through close analyses of particular encounters. The various chapters consider uncertainty and expertise in advice-giving, the cultivation of ignorance in an attempt to avoid scandal, and the organization of peer groups through the display of knowledge in the activity of reminiscing local history. An orienting chapter on questions and an appendix provide an introduction to conversation analysis. The book makes a contribution to linguistic anthropology, conversation analysis and cross-cultural pragmatics. The conclusion discusses the implications of the analysis for current understanding of practice, knowledge and social organization in anthropology and neighboring disciplines.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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