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
Sociologists increasingly draw on dual-process models of cognition to account for the ways context, cognition, and action interrelate. Drawing from 40 interviews with improvisers and observations from improvisational theater, I find that dual-process model scholarship is limited in three respects: It does not consider how cognition operates in situations where order and disruption are concurrent, it fails to realize there is interindividual variation in cognitive processing, and it underestimates the creativity emerging through automatic processes. Interactions in improv contain elements of both order and disruption, and they place demands on automatic and deliberate cognition simultaneously. Improvisers respond to these competing demands through either automatic or deliberate thinking dispositions, which are engendered through explicit instruction, practical experience, and artistic commitments. These dispositions, in turn, shape creative decision-making, predicting interindividual differences in how improvisers respond to contingencies on stage. I conclude by discussing the implications for culture, cognition, and action.
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 | 0.002 | 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