Critical social work and competency practice: a proposal to bridge theory and practice in the classroom
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
Social work education in North America is increasingly focused on competency criteria and micro skills training for future practitioners. Market forces are transforming the nature of social work practice in Canada, and social work regulators are concerned about the lack of evidence-based competencies in social work education. Since the Controlled Act of Psychotherapy was proclaimed in 2017, social work practitioners are in a position to offer psychotherapy services; as a result, universities are under greater pressure to shift to competency-based learning that meets the requirements of a regulated profession. This has raised concerns about the narrowing focus on critical social work theory in preparing students for practice. The divergence between anti-oppressive and direct practice schools is widening with the result that many students have difficulty bridging the gap between critical theory and competency-based practice. This paper attempts to integrate both traditions by offering students a course that directly links critical analysis of structural barriers and client centered interventions. The course is part of a developing critical competency curriculum that focuses on methods of facilitating empowerment and change in the helping process by articulating key relational components between service user and practitioner from a critical-competency perspective.
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 | 0.008 | 0.034 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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