{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005234937,0.0008296334,0.0007053027,0.000434174,0.0003300728,0.001646129,0.0008449455,0.000868017,0.001855788],"category_scores_gemma":[0.001133129,0.0005278307,0.001348152,0.0008671208,0.0003288268,0.0008389489,0.0004295488,0.0006419476,0.0003574566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595995,"about_ca_system_score_gemma":0.001868689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06875625,"about_ca_topic_score_gemma":0.05244216,"domain_scores_codex":[0.9997812,0.00004758749,0.00001541903,0.00008485096,0.00004589185,0.00002508075],"domain_scores_gemma":[0.9995471,0.0002033894,0.00005006357,0.00004923793,0.0001300167,0.00002021575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000348993,0.0002519776,0.03553534,0.0005760596,0.0002033907,0.0001099353,0.0003092563,0.8940589,0.03825487,0.001821825,0.0004633681,0.02806603],"study_design_scores_gemma":[0.00004431784,0.0002805617,0.01929758,0.00004300006,0.000148184,0.00003978931,0.0002452979,0.9574563,0.01678594,0.001535253,0.00407164,0.00005206482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8773535,0.0008259992,0.1112579,0.0002969336,0.00008219946,0.0002549595,0.002683471,0.0008582086,0.006386861],"genre_scores_gemma":[0.9574222,0.0008305449,0.03690049,0.0000472296,0.000007651852,0.0002642037,0.001032818,0.00008709582,0.003407695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06875625,"threshold_uncertainty_score":0.1367121,"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."}}