MétaCan
Menu
Back to cohort
Record W2779244542 · doi:10.18732/h2nd44

Garga and Early Astral Science in India

2017· article· en· W2779244542 on OpenAlexvenueno aff
Marko Geslani, Bill M. Mak, Michio Yano, Kenneth G. Zysk

Bibliographic record

VenueHistory of Science in South Asia · 2017
Typearticle
Languageen
FieldPhysics and Astronomy
TopicHistorical Astronomy and Related Studies
Canadian institutionsnot available
Fundersnot available
KeywordsCompendiumRelevance (law)Focus (optics)HinduismLibrary scienceHistoryPolitical sciencePhilosophyLawArchaeologyPhysicsLinguisticsComputer science

Abstract

fetched live from OpenAlex

This article forms a preliminary report on the work by an international group of scholars on Garga, an important early authority on astral science (jyotiṣa). Reviewing past research on the texts associated with this figure, we focus especially on the earliest text, the Gārgīyajyotiṣa (ca. first century CE?), a compendium of material on astral and terrestrial omens, ritual, horoscopy, and astronomy, that prefigures Varāhamihira's well-known Bṛhatsaṃhitā. The contributions include text-critical observations based on select chapters, remarks on astral omens and their relevance to the possible dating of the text, and a discussion of the texts potential for the study of Hindu ritual. The article also begins to disambiguate the broader Garga corpus by including a chapter summary of a somewhat later Gargasaṃhitā, containing mainly astronomical materials.

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)0.001
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 score0.018
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.006
Science and technology studies0.0070.009
Scholarly communication0.0060.002
Open science0.0010.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.014
GPT teacher head0.233
Teacher spread0.219 · 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

Citations23
Published2017
Admission routes1
Has abstractyes

Explore more

Same venueHistory of Science in South AsiaSame topicHistorical Astronomy and Related StudiesFrench-language works237,207