Moral foundations theory in autism spectrum disorder: A qualitative investigation
Bibliographic record
Abstract
Morality is important for how humans treat each other and non-human animals. Differences in moral reasoning have been found between autistic and neurotypical individuals. Research in this area has relied on accounts of moral psychology that suggest increasingly mature moral principles that develop from taking the perspectives of others. Yet, even autistic individuals, who sometimes differ in their ability to take others’ perspectives, make moral judgements that are similar to neurotypical individuals. Moral foundations theory suggests that moral psychology is not hierarchical but differs depending on culture. Moral foundations theory has not yet been investigated among autistic individuals. This qualitative study used interviews and qualitative analysis as a first attempt at understanding how moral foundations theory fits with autistic moral thinking. We found that all five moral foundations of moral foundations theory were represented in the interviews, yet certain foundations appeared more prominent than others. The autistic adults interviewed in our study discussed issues of care and fairness more than of loyalty, authority or purity when prompted to discuss moral transgressions. Future research should use quantitative methods to compare groups of autistic and neurotypical individuals to clarify similarities and differences in moral thinking between the groups. Lay abstract Morality is important for how humans treat each other and non-human animals. Differences in moral thinking have been found between autistic and neurotypical individuals. This research has relied on ways of thinking about moral psychology that suggest that mature morals develop as individuals learn to take the perspectives of others. Yet, even autistic individuals, who sometimes differ in their ability to take others’ perspectives, make moral judgements that are similar to neurotypical individuals. Moral foundations theory suggests that moral psychology is not hierarchical but differs depending on culture. This theory could therefore help make sense of similarities and differences in autistic and neurotypical moral thinking. Moral foundations theory has not yet been investigated among autistic individuals. In this study, we interviewed autistic adults as a first attempt at understanding how moral foundations theory fits with autistic moral thinking. We found that all five moral foundations of moral foundations theory were represented in the interviews, yet certain foundations appeared more prominent than others. The autistic adults interviewed in our study discussed issues of care and fairness more than of loyalty, authority or purity when prompted to discuss moral transgressions. Future research should use quantitative methods to compare groups of autistic and neurotypical individuals to clarify similarities and differences in moral thinking between the groups.
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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 | 0.009 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.007 | 0.008 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| 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".