Bibliographic record
Abstract
The Student Orientation to School Questionnaire (SOS-Q) is a multidimensional student-centered assessment tool for measuring psychosocial facilitators of student engagement. The SOS-Q is based in research on the self-system models of motivation and direct student input on perceived supports and barriers for high school completion. The current study examined internal measurement properties (factor structure and reliability) of the upper-elementary and high school versions of the SOS-Q in two samples of Grade 4 ( N = 615) and Grades 7 and 9 ( N = 1,356) students, as an important step in the process of scale development and validation. Exploratory and confirmatory factor analyses (EFAs and CFAs) converged on a stable and reliable measurement structure for both versions of the scale, with common factors related to safe and caring school, peer relationships, self-confidence, external and internal resilience, and for the high school version only—perceived utility of school and extracurricular activities. Results are discussed in terms of incorporating the SOS-Q into comprehensive school assessment systems that go beyond the academic achievement and behavioral data and that can have important policy and program implications.
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How this classification was reachedexpand
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 | 0.003 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".