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Record W3209986839 · doi:10.3138/cbmh.482-102020

Grappling with Morphine: A Local History of Painkiller Use in Kerala, India

2021· article· en· W3209986839 on OpenAlexvenueno aff
Nishanth Kunnukattil Shaji

Bibliographic record

VenueCanadian Journal of Health History · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSoutheast Asian Sociopolitical Studies
Canadian institutionsnot available
FundersWorld Health Organization
KeywordsOpiumScarcityState (computer science)Health careResource scarcityHeroinInequalityDevelopment economicsPolitical scienceMedicineLawPsychiatryEconomicsMarket economy

Abstract

fetched live from OpenAlex

In this article I argue that the scarcity of painkillers in the Global South is driven by a central asymmetry in which the health of developed countries is valued over that of the much poorer countries that comprise the rest of the world. To elucidate this point, I argue that by examining the history of various legal institutions and specific events, like the opioid crisis, that have shaped the global production of opium and production in India, one will be able to see the genealogy of the imbalance and inequality that has always affected care. I turn to the state of Kerala to explore instances in which these legal inflections live within the contemporary guidelines for palliative care, and thus constantly affect the supply and delivery of care. This also ties in with the much longer history of opium control for the growth of the global pharmaceutical industry, within which India has been uniquely placed.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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: Empirical
Teacher disagreement score0.731
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.048
GPT teacher head0.264
Teacher spread0.216 · 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.

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

Citations2
Published2021
Admission routes1
Has abstractyes

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