A importância da geografia para a compreensão do Mundo Contemporâneo
Bibliographic record
Abstract
Este número da Revista Geousp vem à tona em meio a uma série de desastres ambientais ocorridos pelo mundo afora – como uma forte estiagem na América do Sul, tempestades na Grécia e na Líbia, incêndios extensos e mortais na Grécia, no Canadá, no Havaí e nos Estados Unidos, entre outros episódios marcantes (Yeung, 2023) –, assim como no Brasil, a exemplo dos escorregamentos de massa no Município de São Sebastião (SP) (Costa, 2023) e das enchentes que abalaram Estados da Região Sul, ceifando vidas e impactando duramente as economias locais. Com esse breve preâmbulo, objetivamos destacar a importância de cada artigo que compõe este número da Revista Geousp, os quais, a partir de diferentes perspectivas teóricas, metodológicas e conceituais, e versando sobre distintos temas e estudos de caso, trazem a sua parcela de contribuição para um melhor entendimento dos processos em curso.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.012 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.010 |
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; both teacher heads agree on what is shown here.
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".