Novas tecnologias de comunicação e de informação: o que dizem as revisões acadêmicas canadenses, norte-americanas e a experiência brasileira?New technologies of communication and information: what is said by Canadian and North American academic reviews and by Brazilian experience?
Bibliographic record
Abstract
\nEste artigo tem por objetivo contribuir na ampliação das discussões atualmente presentes no campo acadêmico referentes à utilização de novas mediações tecnológicas de informação e de comunicação para educação. Mais especificamente, apresentará as principais discussões e levantamentos presentes no campo da educação online (online instruction), a partir de pesquisa bibliográfica recente das produções canadense e norte-americana. Além disso, tem como objetivo estabelecer diálogo com a literatura brasileira e com experiência recente e de grande impacto no estado de São Paulo, nesta área de conhecimento, ao apresentar um programa de formação inicial de professores que utiliza as chamadas novas tecnologias da informação e comunicação (TIC) e que se realiza com a participação de universidades brasileiras de grande influência.\n\nPalavras-chave\nNovas Tecnologias de comunicação e informação; Mediações tecnológicas; Tecnologia Educacional; Instrução on-line\n\nAbstract\nThis article aims to contribute to the expansion of the discussions currently in the academic field concerning the use of new mediations of information technology and communication for education. More specifically, will present the main discussions and surveys in the field of education on-line (on-line instruction), from literature search of recent productions Canadian and North American. Moreover, aims to establish dialogue with the Brazilian literature and with recent experience and great impact on the state of Sao Paulo, in this area of knowledge, to submit a programme of training of teachers using so-called new information and communication technologies (ICT) and to be held with the participation of Brazilian universities of great influence.\n\nKeywords\nNew technologies of communication and information; Mediations technology; Educational Technology; Instruction on-line
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.011 | 0.022 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.010 | 0.019 |
| Science and technology studies | 0.006 | 0.020 |
| Scholarly communication | 0.024 | 0.018 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".