Feminist Pedagogy and the Socratic Method: Partners in the Classroom or a Disaster Waiting to Happen?
Bibliographic record
Abstract
<p>This article presents a case study analyzing the relationship between the Socratic method and feminist pedagogy in a team-taught undergraduate classroom in the United States. Specifically, we analyze the feedback provided by our students to determine the ways in which the Socratic method conflicted with, but also complemented, feminist pedagogy. Data were collected through two online surveys and an in-class open-ended response. The results suggest that the Socratic method is compatible with feminist pedagogy as it improved critical thinking and consideration of diverse points of view. On the other hand, the results suggest that students felt discomfort when analyzing and discussing their own views, as opposed to the views of others. This discomfort potentially undermines the benefits of a feminist pedagogical approach to classroom discussion. We suggest several ways to improve compatibility of these techniques in undergraduate courses and suggest avenues for future research to better understand the relationship between these pedagogical approaches.</p>
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.020 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".