Factors Affecting the Recommended Accommodations in Psychoeducational Assessment Reports of High School Students
Why this work is in the frame
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Bibliographic record
Abstract
This case study aimed to identify the factors affecting psychologists’ recommended accommodations in psychoeducational assessment reports of high school students. Through questionnaires and in-depth interviews with five psychologists, four main themes were identified: Different Conceptual Beliefs About Disability and Accommodations, Equity Considerations, The Desire To Be Helpful, and Lack of Formal Training and Access to Research on Academic Accommodations.This study suggests that psychologists may need to re-examine their beliefs regarding accommodations, that what is considered ‘helpful’ for a student may not necessarily be so, and that some accommodations may be recommended partially due to cognitive errors. Implications for practice include self-reflection guiding questions for psychologists to use when writing up psychoeducational assessment reports, considerations for supervision, suggestions for sources of evidence-based information, and a potential re-consideration of the traditional Medical Model within psychology.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.025 | 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