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Record W4288062785 · doi:10.1590/es.257004

O ATIVISMO DIGITAL DAS CRIANÇAS EM TEMPOS DE PANDEMIA

2022· article· pt· W4288062785 on OpenAlexfundno aff
Bianca Orrico Serrão, Manuel Jacinto Sarmento, Juliana Prates Santana

Bibliographic record

VenueEducação & Sociedade · 2022
Typearticle
Languagept
FieldSocial Sciences
TopicChild Development and Digital Technology
Canadian institutionsnot available
FundersFundação para a Ciência e a TecnologiaUniversidade do MinhoInternational Council for Canadian Studies
KeywordsHumanitiesSociologyArt

Abstract

fetched live from OpenAlex

RESUMO O presente trabalho, realizado pelo viés da Sociologia da Infância, tem como objetivo principal apresentar algumas das ações das crianças consideradas digital influencers para a promoção de conscientização e enfrentamento daCovid-19. A recolha dos dados foi realizada a partir de uma etnografia digital, analisando as redes sociais e notícias vinculadas na mídia de onze crianças de diferentes países (Brasil, Estados Unidos, Uganda e Suécia). Foi possível identificar que a Internet tem possibilitado uma visibilidade a grupos minoritários, como as crianças, permitindo que esse grupo social se engaje em ações que considera relevantes, obtendo maior visibilidade de suas lutas por meio das redes e acessando pessoas que até então eram desconsideradas nas agendas dos movimentos sociais.

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)0.013
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: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0030.002
Scholarly communication0.0050.003
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0070.000

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 head0.036
GPT teacher head0.332
Teacher spread0.297 · 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

Citations2
Published2022
Admission routes1
Has abstractyes

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