A Reflection of Assessment of Treatment of Generalized Anxiety Disorder: Child, Adolescent, and Adult Populations
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
Generalized anxiety disorder (GAD) was initially introduced in the revised third edition of the Diagnostic and Statistical Manual of Mental Disorders (DSM-III-R) as a diagnosis to help characterize chronic and excessive worry. Today, GAD is one of the most common anxiety disorders in the general population and practice. Although GAD is an increasingly popular area of research, it remains in a premature state. This is evident by a lack of empirically supported assessment measures, intervention strategies, and treatment options. The purpose of this paper is to briefly review current empirically based assessment and treatment interventions for GAD commonly used in child, adolescent, and adult populations.
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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 | 0.000 | 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