Sustainable Education for the Twenty-First Century: Implementing Mandatory Experiential Learning into Ontario Public High Schools
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
The twenty-first century is at the forefront of a new digital age, encompassing the need for new skills and pedagogy. The current education curriculum upheld by the Ontario government, emphasizes important learning skills within a theoretical framework rather than an experiential one. Learning focused on memorization and obtaining above average grades is not sufficient preparation for students who will compete with ever-advancing automation in the workplace. It is skills that are acquired through their individual experiences and interactions in society that will distinguish them from their robotic counterparts. Currently, public secondary institutions in Ontario offer Cooperative Education opportunities although, it is not mandatory. An obligatory experiential learning program that encompasses a student's high school career will introduce both valued workplace skills and instill a sense of self-motivation, thus establishing them as instrumental contributors to the global economy.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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