Sufism and Behavior of Maritime Economic Community (Case Study on Pakkaja Community in South Sulawesi)
Bibliographic record
Abstract
This research is motivated by a concern to the maritime community in Indonesia and South Sulawesi in particular, which is up to now still very behind compared with other communities on the mainland or degenerate far backward compared with the maritime community in the past royal era (eighth century ~ XVII century: Sriwidjaya, Majapahit, and Gowa~Makassar). This study aims to reveal the negative effect on classical Sufism of maritime community economic behavior, by taking the case to the Pakkaja Community. This study uses Verstehen method is done by "reversed burden of proof". The results showed that the backwardness of maritime community, in particular the Pakkaja Community is rooted in the mentality of weak intention characterized by low productivity, dependence excessively and consumptive lifestyles in their lives, is a negative deflection of classical Sufism, which stuck very strong since early Islamization of the archipelago and Bugis ~ Makassar in particular.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".