Social Studies and Service-learning: The Aleph of Democratic Citizenship?
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
Striking at the heart of social studies is an educational practice that restricts citizenship involvement in the promotion of a democratic society. Alberta Learning (2000) defines Social studies as a school subject that assists students to acquire [the] basic knowledge, skills and positive attitudes needed to be responsible citizens and contributing members of society (p. 1). Important to social studies education are the efforts students must make to bring new meaning to citizenship and community as a part of their national identity. Can social studies contribute to developing students' identity as citizens and promote an active and responsible role in Canadian society? Can education balance active involvement, and student responsibility, with the demands of curriculum, evaluation, and student uniqueness? One solution to the questions posed here is for a reform that integrates the experiential that is, the active aspect of citizenship-with the social studies curriculum through service-learning.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.002 |
| 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