Political Articulation: The Intellectuality of Ahmad Mustofa Bisri in Struggling for the Contest of Truth
Bibliographic record
Abstract
This study examined intellectual politics, which seek to reveal the significance of the political acts of an intellectual. These actions are often surprising, but in the end, they provide references for the general public. The significant political actions here meant to provide a point of reference, when people are trapped in controversies and instrumentalist reasoning. There are hard to understand politics, but the results are clear: the general public gets references to judge and determine judgment. Politics takes place at the level of meaning, more than just a struggle of interests. It is a manifest in the articulation of ideas or values, not in the expertise in organizing, structuring authority, or struggling for positions. The results of this study found that the way out of rational-instrumental reasoning that dominates (mainstream) is communicative-rationality reasoning through communicative acts in public spaces. This intellectual study is expected to have an important contribution in developing a sub-study: articulatory politics.
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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 | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.013 | 0.022 |
| Scholarly communication | 0.009 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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".