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
This collection deals with cultural studies in the humanities and the methods it uses. Its authors include scholars of ethnology, anthropology, folkloristics, digital culture research, and study of religions. Its chapters address topics of discussion and debate in humanistic culture research and indicate what tools are currently being used to study cultural phenomena. Various phases of the research process are covered, including epistemology, research ethics, techniques of data collection and analysis, the writing process of research plans, and the process of writing up the analysis. The book’s authors contribute to our knowledge of changes in research paradigms and agendas, scientific philosophies, ethnographic fieldwork, different modes of writing, materiality, reflexivity, observation, researchers’ use of the five senses, digital research, audiovisual techniques of observation, and selected textual methodologies. The book is intended as a textbook and methods guide for students in the fields of cultural research, for postdoctoral researchers, and for more senior researchers.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.140 | 0.001 |
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