Manitoba Grade 9 Students’ Satisfaction with Life
Bibliographic record
Abstract
Over the last fifteen years, student well-being has become of greater concern in school education in Canada and beyond. However, there is very little data available on how well Canadian students are. The study that will be reported on in this paper provides such data, specifically the province of Manitoba. Using the Satisfaction with Life Scale, the study collected data from 1587 grade 9 students on their self-assessed satisfaction with how their lives are going. The data were collected with two demographic variables: regional location of the schools the participating students attended (norther, rural, urban) and their self-declared gender. While in the study the majority of participating students were satisfied with how their lives were going, a concerning number of students were dissatisfied or extremely dissatisfied with their lives. Furthermore, the data suggest a statistically significant difference in life satisfaction between girls (lower) and boys (higher). The study did not find a statistically significant difference between life satisfaction across the three types of regional location.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 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".