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Record W4389161527 · doi:10.1007/978-3-031-42742-8_5

Facts of Insanity Around the World: Towards an Imperial History of Lunacy Certificates

2023· book-chapter· en· W4389161527 on OpenAlexaff
Filippo Maria Sposini

Bibliographic record

VenueMental health in historical perspective · 2023
Typebook-chapter
Languageen
FieldPsychology
TopicHistorical Psychiatry and Medical Practices
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsColonialismNewspaperEmpireHistorySection (typography)GlobeImperial unit systemInsanityOrder (exchange)CertificateCirculation (fluid dynamics)LawAncient historyPolitical scienceArchaeologyEngineeringPsychologyAdvertisingComputer science

Abstract

fetched live from OpenAlex

This chapter examines the circulation of Victorian certificates with a particular focus on the British Empire. Relying on official records, colonial acts, and newspapers, it traces their diffusion during the second half of the nineteenth century. Since many factors participated in their dissemination, this chapter takes a multidimensional approach that includes macro- and micro-levels of analysis. The first section maps out the global movement of Victorian certificates from the 1850s to the 1950s, including their early introduction in Scotland and Jamaica. The second part outlines London’s influence in the popularization of English templates via the Colonial Office’s investigation of overseas asylums. The third section moves to South Australia in order to reveal the importance of local dynamics. This chapter argues that the Victorian certificate became an imperial technology for regulating medical testimony.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.096
Threshold uncertainty score0.191

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0110.023
Scholarly communication0.0070.004
Open science0.0010.004
Research integrity0.0020.006
Insufficient payload (model declined to judge)0.0050.001

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 head0.121
GPT teacher head0.396
Teacher spread0.276 · 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 designQualitative
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

Citations0
Published2023
Admission routes1
Has abstractyes

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