{"id":"W1972314702","doi":"10.1590/s0100-06832008000700025","title":"Sistema de informação geográfica como apoio ao levantamento detalhado de solos do Vale dos Vinhedos","year":2008,"lang":"pt","type":"article","venue":"Revista Brasileira de Ciência do Solo","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Geology; Humanities; Physics; Mineralogy; Geography; Geomorphology; Art","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":[0.002615654,0.001024769,0.001508111,0.0002618796,0.001438125,0.0006763403,0.001669317,0.0007898433,0.006937504],"category_scores_gemma":[0.000671676,0.0009840688,0.001245896,0.001233124,0.001124132,0.0007974355,0.0007722827,0.001015993,0.003161667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002357152,"about_ca_system_score_gemma":0.0005285768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461501,"about_ca_topic_score_gemma":0.0004642032,"domain_scores_codex":[0.9921976,0.00090228,0.001668322,0.001363835,0.00133773,0.002530266],"domain_scores_gemma":[0.9954802,0.0006018888,0.0006671303,0.001853894,0.0000834899,0.001313368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001671593,0.0007584585,0.9765808,0.000602264,0.0003527513,0.0003289228,0.007264517,0.0008401757,0.001948441,0.000177363,0.004904693,0.006074472],"study_design_scores_gemma":[0.001990057,0.0004890138,0.9502221,0.0005380311,0.001054951,0.000938692,0.003566018,0.01143846,0.001160385,0.0001179426,0.02650608,0.00197821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872236,0.003115628,0.001858934,0.000269683,0.0001581398,0.0009309115,0.0001808532,0.0002032961,0.006058956],"genre_scores_gemma":[0.9922461,0.001367118,0.0005842656,0.001555223,0.0002699032,0.0001312481,0.00006705176,0.00008775524,0.003691368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02635862,"threshold_uncertainty_score":0.9998619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218742704858521,"score_gpt":0.255910212825665,"score_spread":0.2337227857770798,"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."}}