An Experiential Learning Model: Collaborative Student Creations of Multidisciplinary Community Classroom Experience
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
A community classroom experience, grounded in the philosophy of experiential learning, was the gauntlet we threw down for our Education students and ourselves as instructors. We situated this experience in the pillars of community classroom and experiential learning. Goals for our students became twofold: goals as a current post-secondary student and goals as a future educator. To activate this experience, groups of students engaged both collaboratively and individually with exploratory learning at a local community classroom site. Student reflections showed deep value and learning through this experience and of this experience. There were challenges including navigating collaborative group work and the necessity of becoming vulnerable alongside the successes of connecting exploratory learning to the real world and witnessing authentic interdisciplinary work. Further questions arising from this research centre on authentic assessment practices and the idea of giving back to the community through these real world experiences.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.001 | 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