{"id":"W2147272568","doi":"10.5194/bg-8-3139-2011","title":"Preface "Modeling soil system: complexity under your feet"","year":2011,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Ministerio de Economía y Competitividad","keywords":"Hydrology (agriculture); Environmental science; Geology; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000374,0.0007527142,0.0005074433,0.000782215,0.001378952,0.001991252,0.0008756274,0.001365824,0.05906078],"category_scores_gemma":[0.005419672,0.0002736014,0.0005021641,0.0007979822,0.00129638,0.003040365,0.001019691,0.003497033,0.02533831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001523361,"about_ca_system_score_gemma":0.0007707418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007730376,"about_ca_topic_score_gemma":0.005766145,"domain_scores_codex":[0.9996897,0.0000710236,0.00001804914,0.00007095888,0.0001358701,0.00001447003],"domain_scores_gemma":[0.9975677,0.0007275625,0.00009758762,0.0001743271,0.001263581,0.0001692539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001889775,0.00001107036,0.0001645539,0.0001260737,0.000004149761,0.00006609414,0.0001547428,0.0006553959,0.000264854,0.02826627,0.9300144,0.04025345],"study_design_scores_gemma":[0.000008981659,0.00003007213,0.0008092457,0.0002155793,0.000005698874,0.0001199042,0.00009723718,0.00145763,0.0002101058,0.02740884,0.9696171,0.00001972114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002079019,0.02677429,0.1246988,0.1681784,0.3941563,0.0004412543,0.006001347,0.001877502,0.2757931],"genre_scores_gemma":[0.04852595,0.0171448,0.03982044,0.02830234,0.168876,0.0006145068,0.003985789,0.002044778,0.6906854],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05906078,"threshold_uncertainty_score":0.197578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.106388427170416,"score_gpt":0.2639541549738826,"score_spread":0.1575657278034666,"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."}}