How Turkish Middle School Students Use the Internet to Study Social Studies
Why this work is in the frame
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Bibliographic record
Abstract
The Internet has become one of the most common educational tools used by teachers and students in social studies education worldwide. Although there are extensive studies on how the Internet is used by teachers as an instructional tool in social studies classes, less work has been done to explain how students themselves use and interact with Internet sources to study for social studies classes. The purpose of this research is to investigate how Turkish middle school students use the Internet to study and do their social studies homework. Fifty-seven middle school students completed an open ended questionnaire in one of Northern Turkey's larger cities. The results show that this group of Turkish middle school students use the Internet extensively, both to gather information for their homework and for non-academic purposes such as playing games, using social media and downloading music and films.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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