Future Directions for Conduct Disorder and Psychopathic Trait Specifiers
Bibliographic record
Abstract
Conduct disorder (CD) is a psychiatric diagnosis characterized by a repetitive and persistent pattern of behavior in which the basic rights of others or major age-appropriate social norms or rules are violated. This article presents information on CD with an emphasis on a new multispecifier personality model that could offer a valuable new perspective on CD by refining the way we specify CD. The multispecifier model may have the potential to clarify the considerable confusion that has occurred over past decades and improve our understanding of prevalence, etiology, course, and treatment of youth with conduct problems. In this paper, we present a new structure for CD designed to inspire new lines of research that may be needed to help the field more fully capitalize on this innovation. With additional research, it is hoped that the new multispecifier model will eventually buy clinicians additional information that cannot be gleaned from current diagnostic criteria and will help clinicians and researchers further uncover the factors that promote or protect against the development of CD. This paper delineates the areas of research that will be needed to fully realize the potential of a multispecifier model and ultimately to improve clinical care for children and adolescents with CD.
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How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".