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Record W4389161489 · doi:10.1007/978-3-031-42742-8_3

Upon the Following Grounds: The Victorian System of Certification

2023· book-chapter· en· W4389161489 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
KeywordsInsanityCertificationParliamentVariety (cybernetics)PsychosocialGovernment (linguistics)Political scienceLawPsychologyPsychiatryComputer sciencePhilosophy

Abstract

fetched live from OpenAlex

This chapter focuses on the origins of the medical certification of insanity. Considering a variety of legal and administrative sources, it traces the emergence of lunacy certificates from the 1750s to the 1850s in England and Wales. This period witnessed drastic changes in the perception of psychosocial disabilities with the creation of government bodies, procedures, and professions centred around the therapeutic promise of confinement. Several acts of parliament established a rigorous framework for assessing patients’ status which included personal examinations and facts of insanity. These represented the key features of what I will call the “Victorian system of certification” which reached a definite shape in 1853 and was subsequently adopted by numerous jurisdictions abroad.

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)0.002
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: Other · Consensus signal: Other
Teacher disagreement score0.937
Threshold uncertainty score0.990

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
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 head0.071
GPT teacher head0.365
Teacher spread0.294 · 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
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
Published2023
Admission routes1
Has abstractyes

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