Bibliographic record
Abstract
The jurisprudential Fatwas and the judicial orders are focused on the ostensible acts of the obligees, the accused, and the litigants, however, due to the significant effects of the internal and psychological motives of the obligees in the fate of their devotional, legal, and criminal acts, the jurisprudential orders and legal sentences are quite dependent on these factors and motives in terms of quality and howness, as they are changed along with the changes in these motives.There are numerous verses and hadiths about the role of these factors in the punishment and rewards, and validity and invalidity of the acts, and their numerous examples in the fundamental, jurisprudential, and criminal subjects recount the obligatory and substantive orders adherence to those factors, that made the grounds for this study, in order to: firstly, manifest the important position of these factors in issuance of sentences and orders with a brief investigation of the fundamental and jurisprudential subjects, more than ever.Most of the information in the current study are the several examples of those factors in the area of jurisprudence, fundamentals, and law, which are like beads connected to each other through the psychological and internal elements of the obligee.Secondly, to identify or create necessary practical rules and principles, regarding the latency of these factors and motives, and the difficulty of the judging in times of doubt and controversy.Thirdly, to notice the obligees for reformation of their intentions and goals, and the motives and psychological factors (preferred over ostensible acts), with regards to the legislator's efforts and emphasis on the role of these motives and factors (as the central and internal core of the ostensible acts).
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.958 | 0.943 |
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; the direct Gemma label and the distilled Codex classifier 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".