Actively Open-Minded Thinking, Bullshit Receptivity, and Susceptibility to Framing
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
Abstract. The framing effect occurs when different presentations of the same problem lead to predictably different preferences. The dual-process framework of higher cognition assumes that the effect violates rational principles, but alternative accounts and recent evidence have contested this interpretation. Contributing to this debate, we tested the dual-process assumption by investigating associations between susceptibility to framing and the willingness and ability to think in line with rational norms, conceptualized as actively open-minded thinking and pseudo-profound bullshit receptivity. We conducted two online studies among North American ( N = 259) and Bulgarian ( N = 248) university students and administered several framing problems within-subjects, presumably necessary for the associations to appear. Confirmatory factor analyses showed that susceptibility to framing was associated with decreased actively open-minded thinking and increased bullshit receptivity in both sites. Exploratory multi-group analyses demonstrated partial strong invariance and showed that the findings generalize across both sites in terms of direction and partially in terms of magnitude. These results broadly support the dual-process account of the framing effect. Our study further contributes to adapting existing measures to a novel setting and expanding the findings across borders and populations.
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 | 0.004 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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