Bibliographic record
Abstract
Allama Iqbal is a poet of life, creation, evolution, passion and love. Life is a creative process for them. According to Iqbal, the value of this art is that it is life-giving and an interpreter of life. However, according to them, skill and art should be such that it is possible to achieve the highest values of life, to lead the society from low to high. According to Iqbal, art is that which gives life and is the interpreter of life, which moves the dead and depressed emotions, which teaches to live and die for a higher purpose. The true art is the one who makes his art a means of curing national diseases, the purpose of art is to enhance the beauty of life and to lead the society from low to high, to familiarize with the pleasure of revolution and to usher in a new era, a new era. In the search for revolution, one has to keep a hot head. Iqbal Jalali attaches great importance to trend. It is an expression of glory and self-power, creative values, creative meanings and the existence of the universe depends on it.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| 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 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.980 | 0.978 |
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".