The Ability to Think Creatively on SSCS Using Schoology Apps, How is the Student’s Language Metacognitive Awareness?
Why this work is in the frame
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Bibliographic record
Abstract
This paper aims to evaluate the students' ability to solve syntactic problems through creative thinking, when they are engaged in Search, Solve, Create and Share (SSCS) learning, using schoology apps. For this purpose, several fourth-semester students were selected as subjects of an essay test, a structured interview and an observation. The test reveals their metacognitive awareness in solving syntax problems, the interview reflects their errors and causes of such errors, and the observation shows their conditions in SSCS learning using schoology apps. The data validity was checked through triangulation of data sources. The results show that the students, who are good at solving syntax problems in schoology apps through creative thinking, have high level of metacognitive awareness, and are able to make reflective use and strategic use of metacognitive awareness.
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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 | 0.002 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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