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
This paper wants to position environmental aspects as the main doctrine (ushūl) of Islamic law which is possible to influence and change the mainstream of human beings to behave well towards the existence of the environment. Ontologically, the hifẓ al-bī'ah paradigm is built on the basis of the maṣlaḥah concept which is the core of the concept of maqāṣid ash-sharī'ah formulated in al-kulliyyāt al-khamsa (Five basic benefits), namely guarding religion (hifẓ ad-din) , guarding the soul (hifẓ an-nafs), guarding offspring (hifẓ an-nasl), guarding reason (hifẓ al-'aql) and safeguarding wealth (hif (al-māl). These five things are a necessity to enforce benefit. Specifically the correlation of al-kulliyyāt al-khamsa related to environmental conservation, are: First, Environment is a key word in building a religious society order. Why not, belief in the creator must begin with an introduction to the universe. Second, the environment is the basis of survival. Third, there is an appropriate punishment for perpetrators of environmental damage.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.001 |
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