{"id":"W2606129715","doi":"10.5016/geociencias.v36i1.12294","title":"EFEITOS DO REVESTIMENTO DE CANAL E IMPERMEABILIZAÇÃO DO SOLO À DINÂMICA DE INUNDAÇÃO DO RIO ARROMBADOS - PE","year":2017,"lang":"pt","type":"article","venue":"Geociências","topic":"Geography and Environmental Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Physics; Geology; Geomorphology","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":[0.001201488,0.0008956162,0.0007713554,0.0001064135,0.003907362,0.0007865752,0.001893961,0.0004847767,0.006679478],"category_scores_gemma":[0.0002606567,0.0008995044,0.0005555667,0.0002152962,0.002069953,0.0006466197,0.002116446,0.0007678334,0.002133273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001513781,"about_ca_system_score_gemma":0.0001152826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01398893,"about_ca_topic_score_gemma":0.006734062,"domain_scores_codex":[0.9942431,0.0002723624,0.0006951351,0.001449561,0.001025413,0.002314383],"domain_scores_gemma":[0.9964564,0.0001190208,0.0005804174,0.001889984,0.00001619757,0.0009379676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009028563,0.000483146,0.9487265,0.00007775366,0.0002870556,0.0001728978,0.008914926,0.0005487306,0.01130468,0.00006704084,0.0147188,0.01460821],"study_design_scores_gemma":[0.001237733,0.0003693087,0.9690422,0.000188571,0.0003625952,0.00006225077,0.003597234,0.0002770339,0.001904063,0.001600583,0.02018527,0.001173198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821922,0.002417793,0.00008548646,0.001701854,0.0006997953,0.0007483199,0.0002600816,0.00007760979,0.01181689],"genre_scores_gemma":[0.9928726,0.001374679,0.0005023231,0.0005325036,0.000289157,0.0001292686,0.00001619738,0.00007928749,0.004204007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02031569,"threshold_uncertainty_score":0.9993455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660973236840401,"score_gpt":0.2583299281193231,"score_spread":0.2417201957509191,"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."}}