{"id":"W4312667310","doi":"10.14393/rcg82415589","title":"UTILIZAÇÃO DO PERMEÂMETRO GUELPH E PENETRÔMETRO DE IMPACTO EM ESTUDOS DE USO E OCUPAÇÃO DOS SOLOS EM BACIAS HIDROGRÁFICAS","year":2007,"lang":"pt","type":"article","venue":"Caminhos de Geografia","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Physics; Humanities; Geography; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002043233,0.001667962,0.00137861,0.001319463,0.0005837777,0.0007556994,0.001405425,0.001844343,0.001099329],"category_scores_gemma":[0.0007379831,0.001800835,0.001014423,0.002626111,0.000272841,0.0004724981,0.0003491266,0.002184243,0.0006915584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002018726,"about_ca_system_score_gemma":0.0005165967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004389452,"about_ca_topic_score_gemma":0.0006756174,"domain_scores_codex":[0.9908988,0.0002915113,0.001430557,0.001377902,0.001005325,0.004995943],"domain_scores_gemma":[0.9949163,0.0005830489,0.0003377275,0.001652423,0.0003356994,0.00217476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001020056,0.001264265,0.496081,0.001420881,0.002774891,0.006043311,0.036472,0.005202168,0.03633108,0.0003867805,0.008350405,0.4046532],"study_design_scores_gemma":[0.005503984,0.001288288,0.7883046,0.0009237694,0.001974476,0.002356267,0.03639707,0.1185944,0.02656313,0.0002662596,0.01271496,0.005112772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660417,0.01130214,0.01632665,0.00007102195,0.001761373,0.0009522595,0.0002623856,0.001098592,0.002183819],"genre_scores_gemma":[0.9930255,0.0007300253,0.002732002,0.0004938619,0.0009966354,0.00008701294,0.0001436591,0.0004009606,0.001390309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995404,"threshold_uncertainty_score":0.9998138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655873774218474,"score_gpt":0.2665872127653008,"score_spread":0.2500284750231161,"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."}}