Neural Correlates Associated With Novices Correcting Errors in Electricity and Mechanics
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT Learning counterintuitive scientific concepts can be difficult for students because they often have misconceptions about natural phenomena that lead them to commit errors. Recent studies showed that students with advanced scientific training recruit brain regions associated with inhibitory control and memory retrieval to avoid committing errors for questions related to counterintuitive scientific concepts. However, the brain mechanisms used by novices in sciences to overcome errors are still unknown. In this study, novices in electricity and mechanics answered a scientific task in an functional magnetic resonance imaging (fMRI) scanner before and after having corrected their errors. Results show that rostrofrontal and parietal brain areas were more activated after correcting errors than before. These findings suggest that error‐correction mechanisms of novices, induced by presenting to learners the correct answers at the very beginning of their learning process, are associated with memory retrieval but not inhibitory control.
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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 | 0.000 | 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