Bibliographic record
Abstract
<p>This study is to analyze the use of panel discussion towards the development of students’ self confidence in learning the content subject of qualitative research concept. The study uses mix-method in which questionnaire and interview are conducted at the class of qualitative research of the sixth semester consisting twenty students especially after the implementation of a lesson study project. The results show that panel discussion has potential impacts on the students’ self-confidence in learning the content subject of qualitative research concept. It is also found out that the appropriate teaching procedures of the panel discussion are as follows; (1) let the students recognize learning exposures naturally by themselves (like reading research journals); (2) ask them to share, present, and discuss in a small group (in a limited number of students) to practice having mutual interaction among friends; (3) if the individuals have equipped themselves with the clear ideas of the small group, let them share in a big panel discussion. Hence, the individual self-confidence is naturally formed by the frequency of interaction among friends by sharing, discussions, and presentions.</p>
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 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".