The university bundle: Unpacking the sources of undergraduate moral socialization
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
Recent evidence suggests that higher education promotes moral attitudes typical of the progressive left. What aspects of the university experience contribute to this moral change? We conduct an exploratory analysis unpacking how curricular content and peer networks—two aspects of the ‘bundle’ of social influences that occur in university settings—might affect moral attitudes. Using two waves of data from students at a Canadian university (n = 232), we find some evidence that exposure to content related to social justice and involvement in left-leaning university peer circles can promote more individualistic forms of morality over ‘binding’ moral concerns for traditional social order, and heighten a more absolutist endorsement of social justice. Taken together, the university experience appears to be morally formative, but not uniformly so: moral change is shaped by a combination of factors implicating both formal and informal aspects of university life which students experience at varying rates.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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