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Record W2200858285 · doi:10.3895/rbpd.v3n1.3572

Um retrato da evolução urbana de Viçosa-MG: impactos da federalização da UFV sobre a cidade (1969-2014)

2015· article· pt· W2200858285 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueRevista Brasileira de Planejamento e Desenvolvimento · 2015
Typearticle
Languagept
FieldSocial Sciences
TopicUrban Development and Societal Issues
Canadian institutionsTechnical University of Nova Scotia
Fundersnot available
KeywordsPolitical scienceHumanitiesAgricultural scienceBusinessArtBiology

Abstract

fetched live from OpenAlex

Viçosa, Minas Gerais, possui hoje seu nome evidenciado pela Universidade Federal de Viçosa (UFV), que nela se inseriu na segunda década do século XX. Essa ação condicionou o município a se tornar um polo educacional de destaque em Minas Gerais, no Brasil e no mundo. O trabalho consistiu na apresentação de um estudo de caso que teve como objetivo apresentar reflexões acerca da evolução urbana da cidade sob a luz da federalização da UFV. Esse processo, ocorrido no final dos anos 1960, implicou mudanças significativas no espaço urbano da cidade, que se expandiu tanto verticalmente, com a construção de edifícios nas áreas centrais para atender à demanda proveniente da UFV; bem como se espraiou horizontalmente, com a proliferação de parcelamentos irregulares de solo nas franjas urbanas e em áreas rurais com a construção de loteamentos e condomínios fechados. Torna-se necessário pensar no impacto desse espraiamento, sobretudo em direção às áreas periurbanas e rurais. A cidade se expande horizontalmente e os vazios urbanos são deixados para trás.

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.

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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.267
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0070.002
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.002

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 head0.087
GPT teacher head0.338
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