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Record W4245819486 · doi:10.1017/cbo9781139507554.014

The Sterilized

2013· book-chapter· en· W4245819486 on OpenAlexaff
Randall Hansen, Desmond King

Bibliographic record

VenueCambridge University Press eBooks · 2013
Typebook-chapter
Languageen
FieldSocial Sciences
TopicLegal and cultural studies analysis
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

When we spoke to her in 2003, Laverne Throckhorn was a sweet, somewhat plaintive woman in her eighties living with her two brothers in a small bungalow in Portland. She was born in St. John, Oregon, in 1920, and had three brothers: Harry, Sydney, and Alvin. Her parents also had two babies who died at or shortly after birth. All of the children suffered some degree of developmental disability. Laverne’s family was poor, and her mother’s serious illness made their difficult lives worse yet. For reasons that are not clear, social services – or what passed for them in the 1920s – learned of the Throckhorns’ situation and attempted to take the children. The family moved several times, always staying just one step ahead of the state. In the small town of Hood River, however, the state caught up with them. Alvin, who had a serious speech impediment, was walking through the streets one day unaccompanied. Someone reported him to social services. The authorities picked Alvin up, made him show them where the family was living, and took the four children away. Social services delivered them to the State Institution for the Feeble Minded, later renamed Fairview Hospital and Training Center in 1933. The institution had been opened in 1907, outside the state capital of Salem, to house the state’s “mentally defective.” There, as elsewhere, this label lumped together two categories of people: the cognitively impaired (or mentally handicapped) and the mentally ill (e.g., those suffering from severe depression). This institution looked like most institutions that existed before the Second World War. It was attractive, grand even, and set on well-landscaped grounds; in the 1920s, it was approached via a winding road known locally as “Lunatics’ Lane.” In its day, Fairview resembled a feudal estate: the director lived in a grand house on the site, and all permanent staff was housed in detached buildings surrounding the large, columned main structure. Also housed in the peripheral buildings were the estate’s workers – but in place of serfs, it was patients who were set to work at planting vegetables, milking cows, gathering eggs, and raising other animals. Such farms were common. As early as 1910, most such institutions had farm colonies adjacent to or near the main facility, and many institutions bought or rented additional farms.

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)0.000
metaresearch head score (Gemma)0.002
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 score0.054
Threshold uncertainty score0.180

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.003
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0540.007

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 head0.026
GPT teacher head0.215
Teacher spread0.189 · 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
Published2013
Admission routes1
Has abstractyes

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Same venueCambridge University Press eBooksSame topicLegal and cultural studies analysisFrench-language works237,207