Traços modernos: o resgate de uma obra de Victor Dubugras
Bibliographic record
Abstract
Resumo: Ao investigar a arquitetura industrial paulistana nas duas primeiras décadas do século XX – inventariando as obras mais relevantes e buscando, sobre as mesmas, informações documentais em acervos públicos – deparamo-nos com a inesperada referência a Victor Dubugras como autor de um conjunto de armazéns no bairro da Mooca. Esta comunicação pretende analisar o projeto destes armazéns no contexto da obra de Victor Dubugras. O resgate deste projeto também deverá contribuir para a valorização da arquitetura industrial paulista e para a conscientização sobre a importância de sua preservação. Abstract: In study about the industrial architecture in São Paulo, between the end of century XIX and beginning of century XX, we find documents with the signature of Victor Dubugras as author of a compound of warehouses in the quarter of the Mooca. This article intends to study this project in the context of the architectural production of Victor Dubugras. The study of this project also it will contribute for the valuation of the São Paulo industrial architecture and for the awareness about the importance of its preservation.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.021 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
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".