{"id":"W4312378192","doi":"10.18227/2177-4307.acta.v10i23.3572","title":"ESTUDO SOBRE OS IMPACTOS DA URBANIZAÇÃO SOBRE OS RECURSOS HÍDRICOS NO MUNICÍPIO DE TAUBATÉ – SÃO PAULO: ANÁLISE DA EXPANSÃO DA MANCHA URBANA SOBRE O CÓRREGO DO JUDEU","year":2016,"lang":"pt","type":"article","venue":"ACTA Geográfica","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Political science; 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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001141709,0.002499366,0.001855823,0.0004009586,0.002346353,0.0007186878,0.003553474,0.001213161,0.01297416],"category_scores_gemma":[0.0003323767,0.00203642,0.001244978,0.001586091,0.002175993,0.001959981,0.003610631,0.00151458,0.008688766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001362281,"about_ca_system_score_gemma":0.0001244328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002050725,"about_ca_topic_score_gemma":0.001153875,"domain_scores_codex":[0.987377,0.0007140866,0.001796578,0.003396113,0.002334404,0.004381741],"domain_scores_gemma":[0.9926085,0.0005967146,0.001076857,0.003722772,0.00007880706,0.00191639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001103036,0.005257068,0.4759289,0.0004412064,0.00217763,0.0008194427,0.02044655,0.000224704,0.0293816,0.00009420609,0.2513519,0.2127738],"study_design_scores_gemma":[0.008757841,0.003143487,0.6651648,0.001469918,0.001603219,0.0003540479,0.02068718,0.0004517383,0.002812103,0.0009918866,0.2877728,0.006791022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574916,0.006256488,0.0003670386,0.005252164,0.002632364,0.004191179,0.002121793,0.0007447124,0.02094262],"genre_scores_gemma":[0.9752682,0.01498641,0.0004810021,0.001442711,0.0006428801,0.000331309,0.0001436566,0.0003506334,0.006353169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2059828,"threshold_uncertainty_score":0.9989524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442487668861646,"score_gpt":0.2253798566684191,"score_spread":0.2109549799798026,"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."}}