All “wrapped” up in reflection: supporting metacognitive awareness to promote students’ self-regulated learning
Why this work is in the frame
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Bibliographic record
Abstract
Self-regulated learning (SRL) is the process of utilizing effective strategies to acquire knowledge or skills and is influenced by motivation, metacognitive processing, and study-related behaviors. We hypothesized that by using survey tools that allow reflection on and refinement of students' study strategies, we could nurture metacognitive skill development, encourage positive motivation and study-related behaviors, and hence promote academic success. Undergraduate students in a semester-long, second-year biology course were provided with resources to promote SRL and three survey instruments that encouraged them to create study plans and reflect on the effectiveness of their study strategies. Using a student-partnered approach, we sought to investigate the role of metacognition, motivation, and study-related behaviors on academic performance by (i) identifying the self-regulated learning strategies most utilized by students, (ii) investigating the role of reflection in enhancing metacognitive processing and academic performance, and (iii) understanding whether students created and/or modified their study strategies as an outcome of self-regulation. Survey responses allowed us to understand the repertoire of study strategies used by students. Our analyses suggest that students demonstrated metacognitive skill development through the use of the resources and reflection instruments, as they accurately reported on the effectiveness of their study strategies and indicated future plans to shift study-related behaviors from passive to active reviewing techniques. Students across the grade spectrum perceived the reflection instruments as beneficial in identifying areas of improvement and developing long-term study habits, suggesting that these instruments were effective in promoting metacognitive skill development for a variety of student learners. We conclude that supporting students with resources that promote SRL and providing opportunities for timely reflection can promote metacognitive skill development, a key feature of academic success.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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