Bibliographic record
Abstract
Abstract Ardhanār?śvara is an expression of male brahmanical orthodox discourse; yet, this fact does not dismiss or negate the primary role that Ardhanār?śvara plays as a symbol of wholeness and liberation within Indian religion. We know by looking at the image of Ardhanār?śvara that although Pārvat? is placed on the left hand side, she constitutes no less than half of Śiva's body. In other words, Ardhanār?śvara is as much female as he or she is male. Consequently, even though we see the anthropomorphic body of Ardhanār?śvara idealized by the patriarchal norms of sacred iconographic convention, we also recognize profound attempts at symmetry, complementarity, and wholeness. In this state‐of‐the‐field review, we look at both of these areas to establish what we know, and what we do not know, about Ardhanār?śvara.
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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 | 0.007 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.013 |
| Scholarly communication | 0.012 | 0.013 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.006 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".