The Impact of Experiential Learning on Professional Identity: Comparing Community Service-Learning to Traditional Practica Pedagogy
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
Community service-learning (CSL) has been referred to as a “pedagogy for citizenship,” as it enhances ethical behavior and social responsibility among student participants. It represents a pedagogical and philosophical approach that promotes experiential learning by incorporating intentional course-based lessons with service in the community. Despite the numerous studies outlining the benefits of CSL initiatives, there is a dearth of research on how CSL courses can impact students already in the “helping professions.” More specifically, there is very little research on the benefits of CSL in social work field education courses. For this study, the researchers found that developing a CSL practicum led to a substantive shift in professional understanding for the students who participated in a CSL learning opportunity. Although the traditional and CSL groups began their practicum experiences believing the primary role of a social worker was to build and maintain healthy relationships with service users, the CSL group saw their primary role switch from a “micro practice” to a “macro practice” worker. CSL offers social work education additional unique opportunities to support the development of student's social work core values, knowledge, and skills.
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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 | 0.004 | 0.002 |
| 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 | 0.002 |
| 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