The Validity of the Assessment and Treatment of Radicalization Scale: A Psychometric Instrument for Measuring Severity of Extremist Muslim Beliefs
Why this work is in the frame
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Bibliographic record
Abstract
The Assessment and Treatment of Radicalization Scale (ATRS) is designed to quantitatively measure Muslim extremists’ ideologies regarding risk areas that are reported in the literature. Utilizing the scale, in this study, using a convenience sample of 1769 from 10 countries (Australia, Canada, Egypt, India, Iran, Iraq, Nigeria, Pakistan, Spain, and South Africa) responded to the ATRS. Results supported previous findings about the reliability and validity of the Assessment and Treatment of Radicalization Scale (ATRS, formerly known as Belief Diversity Scale BDS, Loza, 2007) for assessing Muslim extremists. Suggested cut off scores to use for identifying possible extremists are provided.
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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 | 0.000 | 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