Validating Curriculum-Based Measurement for Students With Emotional and Behavioral Disorders in Middle School
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
The purpose of this study was to investigate the concurrent validity of curriculum-based measurement (CBM) for students with emotional and behavioral disorders (EBD) in middle school using the Maze (MAZE); Oral Reading Fluency (ORF); and the Woodcock-Johnson, Third Edition (WJ-III), Passage Comprehension (WJ-PC) and Reading Fluency (WJ-RF) subtests. Fifty-five students in grades sixth through eighth with emotional and behavioral disorders participated in this study. Results indicated a strong correlation between the MAZE and the WJ-PC, while moderate correlations were found between the CBM Oral Reading Fluency and the Woodcock-Johnson subtests (passage comprehension and reading fluency). Limitations of the study, implications for practice, and future research 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 | 0.000 |
| 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