Development and Initial Validation of a Measure to Assess Factors Related to Sustainability of School-Wide Positive Behavior Support
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
Sustainability of effective practices in schools is a critical area for research in any domain. The purpose of this article is to describe and evaluate the validity and reliability of a recently developed research instrument designed to evaluate schools’ capacity to sustain school-wide positive behavior support (SWPBS) efforts at the universal tier. The School-Wide Universal Behavior Sustainability Index–School Teams (SUBSIST) was created to assess factors (of the context, implementer practices, and outcomes) that enhance or prevent sustainability of SWPBS. Content of the web-based survey was identified through literature review, and initial validation analyses included ratings of content validity by an expert panel ( n = 21) and assessment of internal consistency, test–retest reliability, interrater reliability, and concurrent validity (with SWPBS fidelity of implementation data) through a pilot study ( n = 25). Results indicated strong psychometric properties for assessing sustainability. The authors discuss the results in terms of future research in enhancing SWPBS sustainability.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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 | 0.001 |
| 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