Bibliographic record
Abstract
• DOSSIER: Interven~;ao Social em Comunidades Urbanas • 0 Espa~;o como Poder e o Poder do Espa\;O. !sa bel Gucrra • Dinamica Social e Produ~;ao de Arquitectura num Bairro Urbana. Porjfrio Alves • Anos 60Interven\;iiO Social em Comunidades Urbanas • Ac\;6es de Promo~;ao Social cm Lisboa. lsabel Geada • Trabalho Social de Comunidades nos Bairros Camararios do Porto, M. Augusta Negreiros • Guiao de Caractcriza\;iiO duma Comunidade Urbana Achegas para uma invesliga\;aO, Pedro L!Jff' • Mesa Redonda: Opticas Sectoriais de Interven\;iiO Social em Comunidades Urbana, Francisco Branco, Manue/a Portas, Odete Sci e Tercsa S1i • Preven<;ao em Saude MentalProjcclo de Ac~;ao Directa numa Comunidade Urbana, Luisa Ferreira da Sih·a • Para uma Reflexao sobre a Pr<ilica Profissional dos Jovens Assistentes Sociais, Nuno Caiado, Fcitima Arlllijo • Pelo Munclo: LilleAlma Jacquel, Estralcgias Populares, Paul Grimonpre; • Informa<;6es • Leituras
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.004 |
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".