Measuring the Reading Complexity and Oral Comprehension of Canadian Youth Waiver Forms
Why this work is in the frame
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Bibliographic record
Abstract
The reading complexity of a sample of Canadian police youth waiver forms was assessed, and the oral comprehension of a waiver form was examined. In Study 1, the complexity of 31 unique waiver forms was assessed using five readability measures (i.e., waiver length, Flesch–Kincaid grade level, Grammatik sentence complexity, word difficulty, and word frequency). Results showed that the waivers are lengthy, are written at a relatively high grade level, contain complex sentences, and contain difficult and infrequent words. In Study 2, high school students ( N = 32) were presented orally with one youth waiver form and asked to explain its meaning. Results showed that participants understood approximately 40% of the information contained in the waiver form. The likelihood of the rights of Canadian youths being protected and the need to create a standardized and comprehensible waiver form are discussed.
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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 | 0.001 |
| 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