The Influence of Arabic Language Learning on Understanding of Islamic Legal Sciences—A Study in the Sultan Idris Education University
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The most important in Islamic Legal Sciences is Arabic Language, because of its necessity for Muslims to understand the Islamic Legal Provisions in Qur’an and Hadith which are in Arabic and informed by Arabs, thus, to understand these sciences it is a must to learn Arabic to discern the meanings and benefits of Islamic Texts and Provisions. So based on induction and analysis, this study aims to illustrate the function of Arabic Language as a tool serves the Islamic Legal Sciences in the Sultan Idris Education University, by a questionnaire was disseminated among the students of Arabic Language to declare the efforts of Sultan Idris Education University in this field, especially within issues relate to understanding the Quran, its interpretation, and Islamic Legal Provisions.
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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 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 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