Self Control Counseling for Students during Covid-19 through Al-Islam and Kemuhammadiyahan Curriculum
Bibliographic record
Abstract
The Covid-19 outbreak has not only changed the economic, social, and educational systems but has also affected the psychology of students. This study aimed to explore the form of self-control counseling for students through Al-Islam and Kemuhammadiyahan during Covid-19. This study is important considering AIK as a compulsory curriculum in Muhammadiyah schools and colleges to form students cognitively and form an emotionally and spiritually mature generation. This study was designed with a qualitative approach with data sources namely AIK teachers and students through purposive sampling. Based on the results, first, AIK material has the power to provide counseling to students in situations faced with life problems. Second, self-control counseling through AIK provides strength and emotional maturity for students to accept God's provisions. Third, the forms of self-control counseling provided to students during the Covid-19 period are in the form of personal counseling, worship counseling, study counseling, and organizational counseling.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".