Experiences of Beginning Health Educators and Changes in Their High School Students' Health Behaviors and Attitudes
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
This study explored the instructional experiences of beginning health educators and changes in their high school students' health-related behaviors and attitudes. Qualitative data were collected through observations and personal interviews from five novice health teachers two times per week over an 8-week period. Quantitative data were collected from 92 high school student participants using a 60-item survey with a pretest/posttest administration. Dependent t tests were calculated to detect mean differences between total sample pretest and posttest scores with a significance level, where p < .05. Mean raw scores were calculated in 12 health categories to detect differences between pretest and posttest scores for each of the five individual health classes. A deeper understanding of beginning health teachers' practices, thoughts, and potential effectiveness offered insight into the interplay between teaching, learning, and health. The contribution to the enhancement of professional teacher preparation programs is provided.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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 it