{"id":"W2177296632","doi":"10.17271/2318847232020151061","title":"PROPOSTA DE GESTÃO AMBIENTAL DA BACIA DRENANTE DO RIO FARIA-TIMBÓ VISANDO O CONTROLE DE ENCHENTES NO BAIRRO DE HIGIENÓPOLIS","year":2015,"lang":"pt","type":"article","venue":"Revista Nacional de Gerenciamento de Cidades","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Humanities; Geography; 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":[0.002283409,0.001030971,0.0009846286,0.0002029713,0.0008275284,0.0008833453,0.00112445,0.0004890579,0.002285145],"category_scores_gemma":[0.0004634337,0.001005973,0.0005809154,0.0005279232,0.001197945,0.0005268902,0.0009304147,0.0008213763,0.001283099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005426718,"about_ca_system_score_gemma":0.0005096972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944381,"about_ca_topic_score_gemma":0.0001709688,"domain_scores_codex":[0.9928347,0.0007760659,0.0009840745,0.001268418,0.001362063,0.002774694],"domain_scores_gemma":[0.9968288,0.0002702376,0.0005224676,0.0006934231,0.00006112803,0.00162397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000635706,0.001291831,0.9121945,0.0002443795,0.0004715785,0.00022776,0.00891587,0.0005109484,0.04741899,0.001770313,0.02237577,0.003942369],"study_design_scores_gemma":[0.005338538,0.001441586,0.8051039,0.0009354085,0.0007744551,0.0005613731,0.008135303,0.002542097,0.005673703,0.002552164,0.1646236,0.002317898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796183,0.0112102,0.001759245,0.00125284,0.0002311128,0.001045047,0.0005036409,0.0001370724,0.004242606],"genre_scores_gemma":[0.9900854,0.002087651,0.002745666,0.001314614,0.0003305241,0.0002046737,0.00009807678,0.00009674039,0.003036674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1422478,"threshold_uncertainty_score":0.9994945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179599494714424,"score_gpt":0.2444425372731583,"score_spread":0.2264825878017159,"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."}}