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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.002 | 0.021 |
| Scholarly communication | 0.012 | 0.018 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".