{"id":"W2019081229","doi":"10.4141/s01-024","title":"A modeling approach to quantifying soil macroaggregate dynamics","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chernozem; Soil water; Aggregate (composite); Soil science; TRACER; Environmental science; Chemistry; Physics","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0007954427,0.0001384744,0.000191568,0.0001376503,0.0005542796,0.0002958463,0.0008875625,0.00006338318,0.00005560994],"category_scores_gemma":[0.0001913085,0.00006378902,0.0001121427,0.001447416,0.0002223299,0.0003337817,0.00003754504,0.0002289665,0.00002491416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158777,"about_ca_system_score_gemma":0.0001886689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02789409,"about_ca_topic_score_gemma":0.2975375,"domain_scores_codex":[0.9983053,0.00002904827,0.0003202742,0.0002531658,0.0004455144,0.0006466659],"domain_scores_gemma":[0.998139,0.00002730176,0.0001092953,0.00007754836,0.000321944,0.001324899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005468036,0.0002811974,0.12791,0.00004423028,0.00007298362,0.0004544923,0.005440473,0.3414557,0.03351188,0.01139172,0.001219877,0.4781628],"study_design_scores_gemma":[0.00008043327,0.00009492386,0.004829105,0.00003409964,0.000008440497,0.0002327327,0.0008239911,0.9931669,0.0001572172,0.00021116,0.0001622299,0.0001987518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927448,0.0002780895,0.0001855388,0.0009977241,0.0003134478,0.00006334744,0.00001400189,0.00001160566,0.005391418],"genre_scores_gemma":[0.9986606,0.00002461836,0.0005770739,0.0004739247,0.0001547204,0.000001372734,0.000001393977,0.00000163901,0.0001047117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6517112,"threshold_uncertainty_score":0.9785792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0523432898395327,"score_gpt":0.2254867120807681,"score_spread":0.1731434222412354,"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."}}