The Impact of Time on Parent Perspectives on the Barriers to Services and the Service Needs of Youths in the Juvenile Justice System
Bibliographic record
Abstract
ABSTRACT The purposes of this study were: 1) to assess the overall perspectives of parents (N=115) of youths in the juvenile justice system on the barriers to and services needs of youths in the juvenile justice system; and 2) to assess the strength of the relationship between duration of time the youth has been involved in the juvenile justice system and parent perceptions of barriers and service needs. The top service need was case management. Statistically significant moderate negative correlations were found between duration of time in the juvenile justice system and Total Barrier score, and all composite barrier scores (i.e., Mismatch, Red Tape, and Inaccessibility). Statistically significant small negative correlations were found between duration of time in the juvenile justice system and the Total Service Needs score and two composite scores: Substance Abuse Services and Out‐of‐Home Services.
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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 | 0.004 | 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 | 0.001 | 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 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".