Responding to Worldview Threats in the Classroom: An Exploratory Study of Preservice Teachers
Bibliographic record
Abstract
This study used two training sessions and two focus groups with 17 preservice teachers (aged 20-36) completing their first teaching practicum placement during their Bachelor of Education program at an urban research university in western Canada. The aim was to implement ideas from terror management theory (TMT) during their teaching practicum. Participants explored how to facilitate contentious issues so as to prevent defensive reactions when worldviews clash in the classroom. A dramaturgical analysis identified participant objectives, conflicts, tactics, attitudes, emotions, and subtexts as they explored how to anticipate and avoid worldview and self-esteem threat, navigate tense pedagogical spaces, build capacity for expressing uncomfortable emotions, and diffuse threat with humor. Because difficult emotions are central to teaching potentially polarizing content, participating preservice teachers explored when compensatory reactions might emerge and, as a result, developed their own emotional awareness-TMT became both an experience and a teachable theory.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".