Maker pedagogy and science teacher education
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
Making is a process that people engage in to design, create, and develop things that are of value and use to them personally or for their community. The recent popular (and sometimes commercial) Maker Movement is rooted in making and traces its lineage from a variety of historical precedents, including ancient traditions of arts and crafts fairs, tinkering and inventing using analog technologies, and hacking and programing with digital technologies. So-called “Maker Spaces” often function as co-ops that allow people to come together to build things, share expensive tools, and learn skills from one another. In this article, we will use the maker movement as a catalyst to reveal both some perennial challenges of and potential ways forward for curriculum studies of science and technology teacher education. In particular, we suggest that maker pedagogy, an approach to working with teacher candidates drawing from principles in the maker movement represents a potentially useful way forward in engaging teacher candidates in thinking about curriculum and working with students.
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 | 0.003 | 0.004 |
| 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