Supporting Elementary Pre-Service Teachers to Teach STEM Through Place-Based Teaching and Learning Experiences
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
Although recent educational reforms emphasize the importance of Science, Technology, Engineering, and Mathematics (STEM), many elementary teachers feel less knowledgeable about STEM content and less comfortable teaching STEM than other subjects. This study examined a teacher education program that utilized place-based pedagogies within an integrated block of science, mathematics and social studies methods courses to support elementary preservice teachers’ development as teachers of STEM. Data were collected on elementary preservice teachers’ perceptions of their experiences as they participated in, planned, and enacted integrated place-based STEM education lessons. Findings indicate that experiences with STEM learning and teaching through integrated, place-based activities had a positive impact on preservice teachers’ understanding of place-based approaches, their perceived ability, and projected intent to design and implement place-based STEM learning activities.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.020 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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