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Record W2035696655 · doi:10.1177/0096144206297128

Introduction

2007· article· en· W2035696655 on OpenAlexaboutno aff
Sean Purdy, Nancy H. Kwak

Bibliographic record

VenueJournal of Urban History · 2007
Typearticle
Languageen
FieldSocial Sciences
TopicLatin American Urban Studies
Canadian institutionsnot available
Fundersnot available
KeywordsParallelsPoliticsHistoriographyState (computer science)Public housingUrban historyPolitical sciencePublic policyEconomic growthSociologyPolitical economyEconomySocial scienceLawEconomics

Abstract

fetched live from OpenAlex

This article introduces a special issue on the history of public housing in the Americas, with contributions on the United States, Canada, the Caribbean, and Argentina. It briefly surveys the state of public housing in the Americas and the contrasts and parallels between countries as well as between developed and developing regions; it stresses the political and social importance of state housing provision during the urban crises of the twentieth century; and it broadly charts the historiographical trends. In introducing the various articles that deal with the history of public housing and public housing tenants in Los Angeles, San Francisco, Toronto, Buenos Aires, Puerto Rico, and Barbados, the article highlights the shift away from narrow policy histories to interpretations set in broader political, economic, social, and transnational contexts that use diverse primary sources such as oral testimony. It also highlights the crucial role played by historical actors such as public housing tenants themselves and the media.

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)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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: Editorial · Consensus signal: none
Teacher disagreement score0.570
Threshold uncertainty score0.813

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.001
Scholarly communication0.0060.004
Open science0.0020.004
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.4300.239

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 head0.018
GPT teacher head0.269
Teacher spread0.251 · 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEditorial

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

Citations5
Published2007
Admission routes1
Has abstractyes

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