Bibliographic record
Abstract
O quarteirao Alma-Jacquet esta situado na extremidade de um bairro operario, suburbano da cidade de Lille, separado do centro por uma auto-estrada e por uma zona verde, local de um ex-bairro de lata recuperado entre 1970 e 1973. O quarteirao e uma das cinco zonas - definidas com base nas suas caracteristicas sociologicas - de um bairro correspondente a um Sector de Servico Social que abrange uma populacao heterogenea de aproximadamente 3000 habitantes, no qual se verifica uma forte concentracao de familias socialmente desfavorecidas. Este quarteirao, Alma-Jacquet (100 habitacoes) foi declarado, em 1975, zona de recuperacao de habitacao degradada. Em sua substituicao, deveriam ser construidas habitacoes sociais. A zona habitacional, de tipo antigo, compoe-se de pequenas casas viradas para a rua e de alguns patios situados nas traseiras das ruas e que so comunicam com elas atraves de estreitos atrios que passam despercebidos a quem passa. A populacao do quarteirao e desfavorecida: 46% dos moradores tem mais de 65 anos de idade; 25% sao operarios especializados e trabalhadores manuais; 19% sao nao-activos. A restante e composta por pequenos comerciantes (cafes) e artesaos (ferro-velho), cujo modo de vida e proximo do da populacao desvaforecida.
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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 | 0.003 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.042 | 0.003 |
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".