Bibliographic record
Abstract
Allah Almighty has sent His messengers for the guidance of human being who announced the Oneness of Allah in there concerned ages. They made aware the human being of their creator. The series of Anbiyā and the Rasools started from Adam and ended with Prophet Muhammad (ﷺ). After prophet Muhammad the responsibility of preaching the shifted on the shoulders of Sahaba, Tāb̒īns and Tab̒ Tāb̒īns. After them Sufis fulfilled the responsibility of preaching of Islam. They performed their duties efficiently and preached Islam to all corners of the world. There are four Silsilas of Sufis which are:(1) :Chishtia, (2) :Qādria, (3):Naqshbandi, (4)Sohervardia. Chishtia is divided into two: Chishtia Nizāmia and Chishtia Sābria. The Sufis of Chishtia Silsila presented themselves in front of people and to attain the love of Allah and the Rasool. They had experienced the difficulties and hardships that other Sufis did not face. They are torch bearer. They spent their lives according to the teaching of the Prophet (ﷺ). If the descendent of the Khanqah’s follow the teaching of the Sufis the people will able to understand the real concept of Tasawwuf and misconceptions about Sufis will vanish away.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.987 | 0.990 |
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".