Ethnography Of Traditional Bell Metal Craft Technology Practiced In Bankura District
Bibliographic record
Abstract
Tradition of brass and bell metal work is still persisting in different parts of eastern India. Rarh Bengal is one of the most important traditional brass and bell-metal crafts region. These are non-industrial mode of technology and production, which is Practice by a number of hereditary groups. As example Kangsbanik, Karmakar, Kansari and Dhokra Kamar etc. Pukhuria (22.9351°N, 86.9662°E) is one important traditional bell metal technology center of Bankura district as well as Rarh Bengal, West Bengal, India. The artisans of Pukhuria village are specialized in making different sizes bell metal bowl and followed cast and wrought metal technique. This is locally known as Jam Bati, Ci Bati, Sada Bati etc. In this paper an attempt has been made to discuss the technological aspect of contemporary brass and bell metal work, which is practiced by artisans of Pukhuria, Bankura district. It may also highlight the sources of raw material, different tools, processing, finishing of objects etc.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 teacher head, 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".