{"id":"W4381747050","doi":"10.5016/geociencias.v41i3.16368","title":"PLANEJAMENTO E GESTÃO AMBIENTAL DE BACIAS HIDROGRÁFICAS A PARTIR DA MODELAGEM HIDROSSEDIMENTOLÓGICA E ESTUDO DE CENÁRIOS ALTERNATIVOS DE USO E COBERTURA DO SOLO","year":2023,"lang":"pt","type":"article","venue":"Geociências","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algonquin College","funders":"","keywords":"Environmental science; Geography","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":["insufficient_payload"],"category_scores_codex":[0.001192374,0.001075614,0.0008235424,0.0002274715,0.001488815,0.0004397919,0.001224916,0.0005013302,0.002894529],"category_scores_gemma":[0.00008947479,0.001126897,0.0005132499,0.001127733,0.001204383,0.000514109,0.001801093,0.0008294232,0.005460538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001875,"about_ca_system_score_gemma":0.00008133042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003413296,"about_ca_topic_score_gemma":0.0006298061,"domain_scores_codex":[0.9921662,0.000415062,0.000888542,0.001611563,0.001439417,0.003479246],"domain_scores_gemma":[0.9973556,0.0002853905,0.00039837,0.0008884275,0.00001429015,0.001057897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004094571,0.001968353,0.8478851,0.0001887052,0.0008974367,0.002258134,0.0373666,0.03034336,0.01789338,0.0002801834,0.04946899,0.01104036],"study_design_scores_gemma":[0.003564268,0.001112244,0.8804452,0.0002923131,0.0006493956,0.0003923622,0.0159999,0.0295193,0.005942381,0.002630461,0.05685101,0.002601114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899741,0.001162578,0.0001866336,0.002336076,0.0005169178,0.001001922,0.0004441895,0.0004030081,0.003974566],"genre_scores_gemma":[0.9918219,0.001907284,0.0003626842,0.001144249,0.000289249,0.0003383733,0.0001351397,0.0001097421,0.003891341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0325602,"threshold_uncertainty_score":0.9998111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227535968581489,"score_gpt":0.2582209172142174,"score_spread":0.2359455575284025,"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."}}