Improvements in Research Orientation and Reductions in Barriers to Research Utilization among Undergraduate Students in Health Sciences
Bibliographic record
Abstract
Purpose: Developing research skills while improving research orientation among undergraduate students may increase evidence-based practice later in their professional careers. Method: Undergraduate Health Science students (n=241) participated in a pretest-posttest design to determine the impact of a course that includes team-based, student initiated research projects completed within one semester. Modified versions of the Edmonton Research Orientation Survey (EROS) and the Barriers to Research Utilization Scale (BARRIERS) were completed at the beginning and end of the semesters. Results: Students reported gains in six research skills and improvements in two of the Edmonton Research Orientation Survey subscales: involvement in research and evidence-based practice. Students reported reductions in all four Barriers to Research Utilization Scale subscales: adopter, organization, innovation, and communication. Conclusion: Improvements in research orientation and reductions in perceived barriers due to high-impact learning activities may eventually facilitate evidence-based practice.
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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 | 0.015 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.014 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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".