Evaluating the Phobias, Attitudes, and Cultural Competence of Master of Social Work Students Toward the LGBT Populations
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Evidence suggests there is bias toward lesbian, gay, bisexual, and transgender (LGBT) persons by social workers; unfortunately, little research has been conducted to examine Master of Social Work (MSW) students' views toward these populations. The purpose of this study was to develop an assessment scale to evaluate the attitudes, phobias, and cultural competence of MSW students toward the LGBT populations. METHODS: An assessment scale was developed and administered to MSW students (n = 173) at a Midwestern American university. RESULTS: The majority of MSW students reported low phobia and a positive attitude toward the LGBT populations, yet participants reported having a low level of cultural competence in serving LGBT clients. CONCLUSION: More education and training is needed for MSW students to effectively serve the LGBT populations.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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