The Effect of a Stimulating Learning Environment on Pre-Service Teachers’ Motivation and 21st Century Skills
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
<p>We investigated the effect of an innovative technology-supported learning environment on pre-service student teachers’ motivation and 21st century skills. Students and instructors filled-in the Active Learning Post Occupancy Evaluation (AL-POE) questionnaire. Analysis included tests for individual items and a comparison of the overall mean, composite differences between pre- and post- occupation of the new classes.<strong> </strong>Over 80% reported high increase in creativity, motivation, ability to get higher grades and engagement in class while studying in the new learning environment. They gave significantly higher evaluations for practices and solutions in the new vs. traditional classrooms and perceived working there adequately and better, on many of the 21st century skills.<strong> </strong>Therefore, learning environment plays an important role in preparing pre-service teachers.</p>
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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 | 0.001 | 0.003 |
| 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 | 0.000 | 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 it