Pragmatism as a Research Paradigm and Its Implications for Social Work Research
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
Debates around the issues of knowledge of, and for, social work and other social justice–oriented professions are not uncommon. More prevalent are the discussions around the ways by which social work knowledge is obtained. In recent years, social work scholars have drawn on the epistemology of pragmatism to present a case for its value in the creation of knowledge for social work and other social justice–oriented professions. The primary focus of this essay is on providing a critical review and synthesis of the literature regarding pragmatism as a research paradigm. In this essay, we analyze the major philosophical underpinnings and methodological challenges associated with pragmatism, synthesize the works of scholars who have contributed to the understanding of pragmatism as a research paradigm, articulate our thoughts about how pragmatism fits within social work research, and illustrate how it is linked to the pursuit of social justice. This article brings together a variety of perspectives to argue that pragmatism has the potential to closely engage and empower marginalized and oppressed communities and provide hard evidence for the macro level discourse.
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 | 0.016 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.006 |
| Science and technology studies | 0.022 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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