Cultura digital e hibridização nos espaços de leitura na contemporaneidade
Bibliographic record
Abstract
This article presents the intentionto explore the metamorphoses that permeate the realm of contemporary culture in relation to reading spaces. Through this research, the aim is to discuss digital culture, examining the impact of the incorporation of technological devices that resonate within sociocultural contexts. To achieve this goal, the research discussesinterconnection and hybridization, which propose a broader understanding of ongoing transformations. The methodological approach adopted in this study is qualitative and exploratory innature, relying on bibliographic research for its procedures. From this ground, a broader comprehension emerges, as contemporary digital epistemologies foster technological integration into society, engendering renewed perspectives on literacy. This technological incursion intervenes in established modes of reading and creates a conducive scenario for formulating new outlooks, triggering the reconfiguration of processes, methods, functions, and the scope of spaces designated for reading.
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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 | 0.003 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.006 | 0.012 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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.
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".