Gender Role Conflict and Male Nursing Students' Academic and Program Success
Bibliographic record
Abstract
Background: Despite calls to increase the proportion of men in nursing, little change has occurred, and anecdotal accounts suggest poor retention of men in nursing programs. This study explored the role that gender role conflict (GRC) may play in men's academic success. Method: Men in a large nursing program ( n = 123) in the United States were surveyed to explore their GRC upon entry to their nursing program and then again 1 and 2 years later. GRC results, academic test scores, and indicators of program success were analyzed to explore GRC patterns over time and the influence of GRC on academic and program outcomes. Results: GRC did not significantly influence most measures of academic success, program completion, or NCLEX-RN results. Conclusion: GRC does not appear to influence academic or program success; however, additional research is needed. [ J Nurs Educ . 2023;62(1):42–46.]
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".