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O Cenário de Disrupção na Esfera Pública Mediada por Sistemas Automatizados: desinformação e erosão da confiança

2025· book-chapter· pt· W4414989265 on OpenAlexaff
Viní­cius Romanini, Renata Mielli

Bibliographic record

VenueFaculdade de Filosofia e Ciências eBooks · 2025
Typebook-chapter
Languagept
FieldSocial Sciences
TopicCorruption and Economic Development
Canadian institutionsMcGill University
Fundersnot available
KeywordsConstant (computer programming)20th-century philosophyCalculus (dental)

Abstract

fetched live from OpenAlex

"Como é de se presumir, o diálogo entre cientistas da informação, cientistas da computação, filósofos e outros especialistas e as convenções sobre os termos de toda e qualquer discussão nem sempre são fáceis de atermar.A ideia original de reunir os estudos da ciência da informação, ciência da computação, filosofia e outras áreas sobre o tema informação ficou extremamente complexa, como devia de ser. Para tanto, foi recomendado separar o projeto em duas coletâneas: a primeira, intitulada “Estudos pluridisciplinares da informação: filosofia, tecnologia e semiótica” (Coleção Estudos em Ciência da Informação; 2) e a segunda, intitulada “Estudos pluridisciplinares da informação: ciência da informação, ética e linguagem” (Coleção Estudos em Ciência da Informação; 3). A leitura do conjunto permitirá uma compreensão mais adequada das perspectivas realistas e relativistas da informação, embora estas classificações não sejam sempre as mais adequadas para abarcar a complexidade das contribuições dos diversos autores." Selo Editorial: Apoio:

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)0.001
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: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.937
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0090.003

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 head0.057
GPT teacher head0.300
Teacher spread0.243 · 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; both teacher heads agree on what is shown here.

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
Published2025
Admission routes1
Has abstractyes

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