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
Overemphasizing automatic, dispositional cognitive processes, research on social fields has tended to undertheorize the active, reflective dimensions of cognition that shape practice. This has occurred, at least in part, as a reaction to the overly instrumentalist premises of rational action theory. But redressing the errors of an excessively instrumentalist notion of action by overemphasizing the automatic nature of cognition leaves us with a similarly inadequate understanding of how cognition works to influence practice in a field and, as a consequence, the ways in which change may occur from pressures originating within the field itself. In this article, we draw from data on cognition and practice in two kinds of fields—a sexual and a culinary field—to demonstrate how inherent structural pressures encourage instances of deliberate nondispositional cognition and practice. These data suggest an expanded model of practice in field theory that moves beyond a dual-process model of cognition and toward a more nuanced understanding of the relationship of automaticity and deliberation, and habituality and nonhabituality, in the routine practices of a field.
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 | 0.001 | 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