Students' Information Gathering Behaviors and Teachers' Approaches
Bibliographic record
Abstract
The purpose of this study is to reveal students’ information gathering behaviors and processes and teacher's approaches to improve their learning outcomes in middle school inquiry-based learning. We compare the dif erences in behaviors in information gathering process between learners with high and low understanding of the themes as their learning outcomes and teachers' approaches for both types of learners.Participants were seventeen ninth grade students and two teachers as their supervisors. During the Period for Integrated Studies, the students searched for information, reflected on their behaviors, and summarized the information they gathered on slides. The analysis targeted seven students who selected themes related to SDG 4 (four students) and SDG 8 (three students) and two teachers. As a result of the analysis, students with a high level of understanding of the themes showed behaviors of browsing and referring to materials corresponding to pillars of investigation (sub-subjects). For the behavior, teachers provided students with supplementary guidance on keyword searches and introductions to websites.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| 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".