Bibliographic record
Abstract
Worship is an integral part of every religion. Now a days there is not any region in world where worship is not practiced in one way or another. Islam is a natural religion. Everything comes under the cover of Islam including Human Rights, Commands of Allah, human relations and interactions with each other etc. All commands, rights and actions are as per path of nature. However, other religions are lacking such kind of delicate balance of nature in every aspect of life. On one side excess and other side deviation is observed. Some religions consider material things core of life while others completely deny it. Islam kept balance between spirit and body. It commands as per requirement of each part. It has not refused one part and encouraged other part of it. Such kind of access and deviations are possible in secular systems but not under the Divine Religion of Islam where everything is written on “Tablet of Heaven”. Therefore there are no chances of such kind of error in this divine religion of Islam. He has been given as much importance and priority as he has the right and demand. It is possible for the human mind and free thinking to be completely inclined towards the other side by denying one aspect, but it is absolutely not possible in the divine system of Islam. Because here are the commands of the Creator of the slaves instead of the slaves and like His essence, His commands are also free from all defects.
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.
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 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.974 | 0.977 |
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".