{"id":"W3049407853","doi":"10.5539/jas.v12n9p138","title":"Pedon Characterization in the Caatinga Biome Area in Chapada Apodi, RN, Brazil","year":2020,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Soil Management and Crop Yield","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Federal Rural do Semi-Árido","keywords":"Biome; Vertisol; USDA soil taxonomy; Mollisol; Soil water; Plateau (mathematics); Forestry; Geography; Soil classification; Environmental science; Soil science; Ecology; Ecosystem; Biology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006505249,0.0001027556,0.0001470297,0.00003167829,0.0001496557,0.000204285,0.0007715374,0.00003507927,0.0000576367],"category_scores_gemma":[0.0001701351,0.00002696566,0.00006082946,0.00237723,0.00009489575,0.00073591,0.00007259905,0.0001965786,0.000007890169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003779764,"about_ca_system_score_gemma":0.0000120379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009099265,"about_ca_topic_score_gemma":0.0002853829,"domain_scores_codex":[0.9986119,0.00005541826,0.0003466615,0.0001731803,0.0005577856,0.0002550717],"domain_scores_gemma":[0.9994429,0.00007583783,0.0002645857,0.00002723279,0.0001037129,0.00008568836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001527136,0.00005778767,0.05004269,0.000003615673,0.000001574769,0.0000154998,0.001264967,0.00001694815,0.9342914,0.0001194594,0.0002702417,0.01390057],"study_design_scores_gemma":[0.0001137492,0.000224008,0.994084,0.0000276397,0.000003278567,0.00001479197,0.002436073,0.00006446696,0.001563447,0.00003025707,0.001347525,0.00009077148],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747627,0.00002950281,0.00000147899,0.02421885,0.0001183578,0.0001221167,0.000002787638,0.000007563484,0.000736649],"genre_scores_gemma":[0.9984148,0.00004386791,0.000015466,0.00123761,0.0002524819,0.000002166833,0.000006297364,2.902603e-7,0.00002707617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9440413,"threshold_uncertainty_score":0.1969925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566146095969863,"score_gpt":0.2196038042514107,"score_spread":0.1939423432917121,"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."}}