{"id":"W2787412268","doi":"10.5539/jas.v10n3p151","title":"Soil Physical Quality Indicators and Refinement of the Evaluation Method through the Srelative","year":2018,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Soil Management and Crop Yield","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil test; Bulk density; Soil water; Soil science; Porosity; Physical property; Environmental science; Mathematics; Chemistry","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":[0.002064849,0.00007959449,0.0001289476,0.000009093039,0.0004780658,0.00006351432,0.0005543093,0.00002401801,0.00004378515],"category_scores_gemma":[0.000309241,0.0000153256,0.00009303194,0.001086419,0.0006737762,0.0003402958,0.0001744056,0.0001284407,0.000001671799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003696355,"about_ca_system_score_gemma":0.00002222702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354756,"about_ca_topic_score_gemma":0.0001119616,"domain_scores_codex":[0.9982767,0.0002090632,0.0002651601,0.0001371047,0.0009653519,0.0001466804],"domain_scores_gemma":[0.9987278,0.0002211061,0.0005440449,0.00005410097,0.0004119649,0.00004097025],"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":[0.00005014187,0.000206893,0.02472296,0.000007497116,0.00006437811,2.824309e-7,0.008519654,0.0000586892,0.6912176,0.008981861,0.002635939,0.2635341],"study_design_scores_gemma":[0.00008942185,0.0002344635,0.9759107,0.00001792729,0.0000396122,0.000004511091,0.002992539,0.00003708193,0.01819596,0.001487651,0.0009365587,0.00005362869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908479,0.00005548726,0.000006322778,0.006045778,0.000188783,0.000135578,0.000001326864,0.000003029009,0.002715773],"genre_scores_gemma":[0.999317,0.00001231452,0.0001188091,0.0001515572,0.0003218986,0.000001857752,2.495369e-7,1.906532e-7,0.00007606251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9511877,"threshold_uncertainty_score":0.3676944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05594041212315478,"score_gpt":0.3488767210471006,"score_spread":0.2929363089239458,"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."}}