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Record W2303523034 · doi:10.14288/1.0076584

Ten Reasons why India will not and must not become a Superpower

2010· article· en· W2303523034 on OpenAlexaboutno aff
Ramachandra Guha

Bibliographic record

VenuecIRcle (University of British Columbia) · 2010
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicIndian Economic and Social Development
Canadian institutionsnot available
Fundersnot available
KeywordsSuperpowerPolitical scienceChinaLaw

Abstract

fetched live from OpenAlex

Presented by International Development Research Centre and co-hosted by UBC and the Canada-India Foundation, there has been much talk of a coming Asian century, to be dominated by the economic strength and political assertion of China and India. This talk will critically scrutinize the claims made on behalf of India, and in particular the belief, held by some Westerners and perhaps by many Indians, that India is a coming superpower. It will acknowledge the durability, against the odds, of India's national unity and of its democracy. It will appreciate the recent surge in economic growth. At the same time, it will provide a critical analysis of the deep fault-lines within Indian society, politics, economics, and culture, to conclude that the talk of India's imminent rise to superstardom is highly premature. Ramachandra Guha is a historian and biographer based in Bangalore. Now a full-time writer, he has previously taught at the universities of Yale and Stanford, held the Arné Naess Chair at the University of Oslo, and been the Indo-American Community Visiting Professor at the University of California at Berkeley. Webcast sponsored by the Irving K. Barber Learning Centre.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.112
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.009
GPT teacher head0.153
Teacher spread0.144 · 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 teacher head, not a consensus.

Study designObservational
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
Published2010
Admission routes1
Has abstractyes

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