Bibliographic record
Abstract
Robert (Bob) Anthony Altemeyer (June 6, 1940-February 7, 2024) was an influential social psychologist who also shaped personality and political psychology. Born in St. Louis, Missouri, Bob was educated at Yale (undergraduate) and Carnegie-Mellon (graduate). Following a 2-year stint at Doane College in Nebraska, he established his career at the University of Manitoba (Winnipeg, Canada) from 1968 to 2008. In 1986, Bob was awarded the prestigious American Association for the Advancement of Science Prize for Behavioral Science Research, largely for his development of the right-wing authoritarianism (RWA) construct. Whereas the authoritarian personality construct developed by Adorno and colleagues in the 1950s was rooted in psychodynamics, Bob drew on social learning principles and conceptualized authoritarianism as both an attitudinal orientation and trait. Not all of Bob's ideas held true, such as the social learning underpinnings that he proposed for RWA. But true to his inquisitive nature, he wrote that he would be excited to learn of RWA's strong heritable components if uncovered (as they later were). An anticonformist to the core, Bob published almost exclusively in books despite the field prioritizing journal articles, typically as sole author and working with few collaborators, and writing about complex ideas with rather informal and unconventional language. His legacy is proof that fighting the odds and remaining authentic, rather than chasing conventions and norms, can leave an indelible mark on science. (PsycInfo Database Record (c) 2024 APA, all rights reserved).
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.254 | 0.163 |
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".