The Who, What, and Where of School Kindness: Exploring Students’ Perspectives
Bibliographic record
Abstract
The aim of this exploratory study was to examine fourth to eighth graders’ conceptualizations of kindness at school (i.e., their definition of kindness, an example of an act of kindness they have done, who they see as the most salient adult agent of kindness, and which location they deem that kindness happens most). To date, kindness research has focused predominantly on assessing the effects of being kind on student well-being and little is known about how students understand kindness and are kind in school. Across definitions and examples of kindness, the themes of helping others, showing respect, and encouraging others were prevalent. Teachers and principals were identified as the main adult agents of kindness; the classroom and outside/playground were identified as the two main kindness locations. Understanding how students conceptualize kindness within the school context holds implications for educators seeking to foster prosocial behavior among students.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".