Principles of the Development of Transactions Jurisprudence
Bibliographic record
Abstract
When considering the jurisprudence despite the apparent integrity in the whole structure and nature, from the perspective of subject-internal divisions, differences can be seen that cannot be denied. Classification of different sectors of jurisprudence on issues involving, apart from a facility that creates for the visit and study is the evidence for the existence of differences in the divider. Attention to these differences is underlying of some today's theories. For example, facing with increasing developments of social phenomena and the need for flexibility and dynamic of jurisprudence, a theory is partly accepted that refers to the existence and attention to constant and variable domains in the jurisprudence provisions. The result of this approach generally introduces the domain of changes as transactions jurisprudence that when necessary has the ability to change, while constants are worshiping jurisprudence that stability is considered a fundamental pillar of their validity. That jurisprudence in the area of variable transactions can be seen transform and synchronize with changes is originating from nature that is the distinction of this part from other areas of juridical. In other words, the other property of transactions jurisprudence that originates from features such as the guidance of the commandments in this passage, arguing the provisions for the detention of worship section, religious orders and, ultimately, the possibility of understanding Sari materials for concealment of worship materials on human intellects causes that jurisprudent not considered its structure far from the availability of human reason and by understanding its materials provides the extended field and at the time of considered non-interest permit to change easily. This article briefly from these special privileges of transactions jurisprudence as the principles of development provides an analytical report.
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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 | 0.038 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.008 | 0.086 |
| Scholarly communication | 0.019 | 0.015 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.010 | 0.021 |
| Insufficient payload (model declined to judge) | 0.006 | 0.004 |
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".