Cartografias sensíveis no e pelo Rio Sabará
Bibliographic record
Abstract
Este ensaio etnofotográfico apresenta uma proposta pedagógica utilizada como intervenção no projeto de pesquisa e extensão universitária, ganhador do prêmio do Edital PAEX Nº01/2017, “Mãe Domingas: educação pelas águas do Rio Sabará”[1] desenvolvido na cidade de Sabará/MG, em parceria com as instituições: FaE/UEMG[2] (Grupo de Pesquisas Polis e Mnemosine), Museu do Ouro/Ibram/MinC[3], Universidade de Laval[4] e ECI/UFMG[5]. No projeto foram realizados relatos fotográficos e reflexões sobre as memórias coletivas e individuais de ex-lavadeiras, a partir de duas oficinas de fotografias que [re] estabeleceram as relações de afeto e vínculo com trajetos, histórias e vivências diante das mudanças e permanências do Rio Sabará. As oficinas produzidas urdiram narrativas por meio do registro fotográfico de locais de memória criando mapas afetivos para a mediação de uma educação das sensibilidades e de patrimônios.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.034 | 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".