Bibliographic record
Abstract
The holy Quran discusses principles and it often does so with brevity. And the details and explanation of these principles is expounded by Aḥādith. But the Holy Quran explains the principles where necessary. So where the Holy Quran discusses different topics & matter, It also elaborates the principles of Daᶜwat-e-Dīn. By following the principles, set by the holy Quran, the Holy prophet P.B.U.H. preached Daᶜwat-e-Dīn. The effective method Preach Daᶜwat-e-Dīn adopted by the Holy Prophet is the only way to be followed in order to convey the principles of Quran effectively. In this article, we have discussed the principles of Daᶜwat-e-Dīn described by the Holy Quran and how the Holy Prophet has implemented these principles in connection with Daᶜwat-e-Dīn.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.996 | 0.976 |
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; both teacher heads agree on what is shown here.
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".