{"id":"W845213188","doi":"","title":"A matemática das coisas","year":2009,"lang":"pt","type":"article","venue":"Sociologia, Problemas e Práticas","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001462807,0.0005392652,0.0007038806,0.0001984659,0.001048753,0.0004276991,0.001195942,0.001167918,0.001092555],"category_scores_gemma":[0.00242298,0.0004918451,0.0003434978,0.0008812454,0.002069331,0.0005247028,0.0002140184,0.0008539717,0.002717691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003947082,"about_ca_system_score_gemma":0.0007563525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008316669,"about_ca_topic_score_gemma":0.0000459704,"domain_scores_codex":[0.9956271,0.0004721667,0.0008600623,0.0009379357,0.0006305013,0.00147222],"domain_scores_gemma":[0.9975644,0.0005444834,0.0004239961,0.0007821188,0.0003019133,0.0003831159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003942276,0.0009931923,0.00450375,0.0001081473,0.0001108172,0.0000311191,0.04054913,0.000007742133,0.0003487074,0.8588502,0.08351309,0.01094472],"study_design_scores_gemma":[0.0009095858,0.001538977,0.01071974,0.0002989708,0.0001920777,0.00002057978,0.1345978,0.00005982552,0.0006849057,0.73465,0.1146902,0.001637243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.206953,0.005095676,0.0004299885,0.2253593,0.002069492,0.002665625,0.00006971369,0.003229332,0.5541278],"genre_scores_gemma":[0.9598784,0.001127008,0.001025953,0.002688689,0.0003211288,0.000070303,0.00002709762,0.00003035758,0.03483101],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7529254,"threshold_uncertainty_score":0.9998206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07708487995878946,"score_gpt":0.4036152090416852,"score_spread":0.3265303290828957,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}