Using a flipped classroom teaching and learning approach to promote scientific literacy skill development and retention
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Bibliographic record
Abstract
The development of scientific literacy (SL) skills is critical in the life sciences. A flipped classroom reverses traditional learning spaces such that foundational knowledge is acquired by students independently through recorded lectures and/or readings in advance of the lecture period and knowledge is consolidated through active learning activities in the classroom. A flipped classroom learning environment can promote critical skill development and knowledge application, and therefore, could enhance SL skill development. The objectives here were to (a) determine the effect of a flipped classroom learning environment on SL skill development in second-year kinesiology students enrolled in a research methods course and (b) reassess SL skills 4 months later. SL skills were assessed using the validated test of scientific literacy skills (TOSLS) questionnaire at the start and end of the semester (n = 57) and reassessed 4 months later after the summer semester break (n = 46). During the flipped classroom semester, practical SL skills (TOSLS scores) were increased by 16.3% and TOSLS scores were positively correlated with the students' final grade (r = 0.526, P < 0.001). Four months later, average TOSLS scores significantly decreased compared to the levels at the end of the flipped classroom learning experience. Importantly, retention of SL skills (i.e., 4 months later TOSLS scores) were related to learning approach scores and were positively correlated with deep learning approach scores (r = 0.298, P = 0.044) and negatively correlated with surface learning approach scores (r = -0.314, P = 0.034). Therefore, SL skill retention was higher in students utilizing a deep learning approach (e.g., engaged, self-regulation in learning, and seeking a deeper understanding of concepts) and lower in students utilizing a surface learning approach (e.g., limited engagement, rote memorization of concepts). Collectively, the results demonstrate the value of a flipped classroom in promoting SL skills while highlighting the role of students' learning approach in critical skill retention.
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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 | 0.014 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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