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Record W4388585172 · doi:10.5216/revjat.v5.77054

Implantação Habitacional de Interesse Social

2023· article· pt· W4388585172 on OpenAlexaff
Isabela Gonçalves Pinheiro, Sara de Sousa Ribeiro e Silva, Érika Cristine Kneib, Luana Miranda Esper Kallas, Débora Ferreira da Cunha

Bibliographic record

VenueRevista Jatobá · 2023
Typearticle
Languagept
FieldSocial Sciences
TopicUrban Development and Societal Issues
Canadian institutionsImpact
Fundersnot available
KeywordsPolitical scienceHumanitiesArt

Abstract

fetched live from OpenAlex

Este artigo tem como objetivo investigar a Habitação de Interesse Social (HIS) no município de Trindade, dando ênfase nos empreendimentos viabilizados com recursos do programa popular de moradia Minha Casa Minha Vida (faixa 1), considerando a possibilidade de verificação de estudos de viabilidade urbana para implantação de HIS. Serão analisados especificamente três empreendimentos. Para isso, a metodologia apoia-se em uma revisão bibliográfica do tema e na comparação entre os critérios de implantação estabelecidos na legislação e os critérios de implantação utilizados na prática. Dessa forma, observa-se que nenhum dos três empreendimentos foi construído em localidades dotadas de completa infraestrutura urbana pré-existente adequada à nova demanda, permitindo concluir que mesmo quando se verificou que não havia essa viabilidade de infraestrutura, os empreendimentos foram implantados por meio de soluções alternativas, impactando nos custos e exigindo recursos do orçamento que poderiam ser destinados para a produção de mais unidades habitacionais, ampliando o objetivo da HIS.

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)0.004
metaresearch head score (Gemma)0.010
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.032
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.010
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0040.004
Science and technology studies0.0030.003
Scholarly communication0.0050.003
Open science0.0020.006
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0140.001

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 head0.084
GPT teacher head0.370
Teacher spread0.286 · 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 designObservational
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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