The effects of the Tripartite Intervention on students’ attitudes towards disability
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
Poor attitudes towards disability held by one’s peers can negatively impact the social experiences of students with exceptionalities. Fortunately, educational intervention efforts can serve to enhance children’s attitudes towards disability. This quasi‐experimental study tested the effectiveness of the Tripartite Intervention (TI), a 12‐lesson educational intervention aimed at improving students’ attitudes towards disability. Two Grade 4 classes from a large rural school in Southwestern Ontario made up the control and experimental groups. The CATCH scale was used to measure students’ attitudes towards disability before and after the intervention. 2 × 2 mixed ANOVAs were calculated to measure the effectiveness of the intervention. There was a significant main effect for time, but a non‐significant interaction effect when global attitude scores were examined. A significant interaction effect was found, however, for the cognitive dimension. These findings indicate that the TI had an impact on how students thought about disability. Determinant factors were also examined. Having a family member was associated with more positive attitudes towards disability, whereas self‐reported gender and friendship with someone who has a disability were not. Replication studies on the effects of the TI with larger and more diverse samples are needed.
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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 | 0.007 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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