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Record W3024561752 · doi:10.18732/hssa.v8i.58

Sīdhu (Śīdhu): the Sugar Cane “Wine” of Ancient and Early Medieval India

2020· article· en· W3024561752 on OpenAlexvenueno aff
James McHugh

Bibliographic record

VenueHistory of Science in South Asia · 2020
Typearticle
Languageen
FieldArts and Humanities
TopicHistory of Science and Medicine
Canadian institutionsnot available
Fundersnot available
KeywordsWineContext (archaeology)CaneSugarSugar caneTraditional medicineArtHistoryFood scienceMedicineEngineeringChemistryVisual artsArchaeology

Abstract

fetched live from OpenAlex

This article considers the nature of one particular drink made from sugar cane called sīdhu (usually m., also śīdhu), exploring the evidence from textual sources. Other drinks were made with sugar cane products, such as āsavas, medicinal ariṣṭas, and the drink called maireya, but I will not consider those here. As I argue, sīdhu was the basic fermented sugar cane drink, not strongly characterized by additives—“plain” sugar-wine as it were. Though in a manner typical of premodern Indic alcohol culture, even this one drink was a complex and variable affair. Rather than consider this drink in medical sources alone—important as that evidence may be—my methodology here is to examine the history of this drink in the light of a wide range of textual evidence, placing this drink in the broad context of pre-modern South Asian drinking culture.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.007
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0040.005
Scholarly communication0.0030.002
Open science0.0000.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.042
GPT teacher head0.220
Teacher spread0.178 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2020
Admission routes1
Has abstractyes

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