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Record W4380267568 · doi:10.1515/9780228005971-fm

Front Matter

2021· paratext· en· W4380267568 on OpenAlexaff

Bibliographic record

VenueMcGill-Queen's University Press eBooks · 2021
Typeparatext
Languageen
FieldSocial Sciences
TopicDecadence, Literature, and Society
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsFront (military)GeologyOceanography

Abstract

fetched live from OpenAlex

Whether on the street, off the shelf, or over the pharmacy counter, interactions with drugs and alcohol are shaped by contested ideas about addiction, healing, pleasure, and vice and their social dimensions.Books in this series explore how people around the world have consumed, created, traded, and regulated psychoactive substances throughout history.The series connects research on legal and illegal drugs and alcohol with diverse areas of historical inquiry, including the histories of medicine, pharmacy, consumption, trade, law, social policy, and popular culture.Its reach is global and includes scholarship on all periods.Intoxicating Histories aims to link these different pasts as well as to inform the present by providing a firmer grasp on contemporary debates and policy issues.We welcome books, whether scholarly monographs or shorter texts for a broad audience focusing on a particular phenomenon or substance, that alter the state of knowledge.

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.067
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0020.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.002

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 head0.246
Teacher spread0.232 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2021
Admission routes1
Has abstractyes

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