Knowledge of legal terminology and court proceedings in adults with developmental disabilities.
Bibliographic record
Abstract
This research compared 40 adults with mild developmental disabilities (DD) and 40 nondelayed adults (ND) in terms of knowledge of legal terms and court proceedings. For all of the 34 terms studied, with the exception of "police office" there were significant differences between the DD and ND groups with respect to degree of conceptual understanding of terms. Results indicate that all but 6 terms assessed (adjourn, allegation, crown attorney, defendant, prosecute, and court reporter) were well-defined by 85% or more of ND participants. In contrast, only 8 of the terms (police officer, lawyer, jail, court, lie, truth, judge, and witness) were reasonably conceptually understood by at least 75% of DD participants. Reported familiarity with terms in DD participants is not a reliable indicator of actual familiarity with terms. Results are discussed with respect to the need for education of DD individuals and legal professionals to support participation and fair treatment of DD individuals in legal situations.
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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 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".