{"id":"W2805605269","doi":"10.5327/z2176-947820180169","title":"AVALIAÇÃO DA CONDUTIVIDADE HIDRÁULICA EM DOIS USOS DO SOLO NA REGIÃO CENTRAL DO BRASIL","year":2018,"lang":"pt","type":"article","venue":"Revista Brasileira de Ciências Ambientais","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.000849944,0.001775199,0.001816298,0.000595984,0.0008247982,0.00229608,0.00160442,0.00138005,0.003593597],"category_scores_gemma":[0.0006007385,0.001908099,0.000994071,0.002197308,0.0006745124,0.0009082592,0.0004605825,0.00187452,0.003068583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001592853,"about_ca_system_score_gemma":0.00054722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003137591,"about_ca_topic_score_gemma":0.0001600939,"domain_scores_codex":[0.9908205,0.0005554858,0.001822261,0.002013135,0.001267563,0.003521081],"domain_scores_gemma":[0.9947574,0.0003711451,0.0005990898,0.002159941,0.0005247977,0.00158762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001052688,0.001437509,0.4556068,0.003440344,0.002963602,0.001735075,0.02555224,0.0003331682,0.04035466,0.009146311,0.3805405,0.077837],"study_design_scores_gemma":[0.00853239,0.001860718,0.728912,0.005921027,0.002227969,0.001199063,0.008524871,0.01798705,0.02787895,0.0001286975,0.1885021,0.008325174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774145,0.007509762,0.001947194,0.0002152321,0.003583235,0.001393324,0.0007240744,0.001242083,0.00597054],"genre_scores_gemma":[0.9915329,0.0004660168,0.000364456,0.00107216,0.002737423,0.00009077225,0.000204988,0.0004896342,0.003041603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2733051,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02439043941038463,"score_gpt":0.2651506333969782,"score_spread":0.2407601939865936,"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."}}