{"id":"W2782434442","doi":"","title":"C-MIP: an international model inter-comparison simulating organic carbon dynamics in bare fallow soils","year":2017,"lang":"en","type":"preprint","venue":"eCite Digital Repository (University of Tasmania)","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Soil water; Soil carbon; Soil science; Carbon fibers; Total organic carbon; Organic matter; Environmental science; Soil organic matter; Dynamics (music); Environmental chemistry; Chemistry; Computer science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001065372,0.0003026493,0.0004782054,0.00006579635,0.0001966079,0.0003517367,0.001471712,0.0004015088,0.00001389395],"category_scores_gemma":[0.00005884527,0.0002230635,0.0002645975,0.00009352716,0.0001342984,0.0006266548,0.001218519,0.0005353909,0.000002620228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005175987,"about_ca_system_score_gemma":0.00005750972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00187862,"about_ca_topic_score_gemma":0.01722038,"domain_scores_codex":[0.9982947,0.00004913504,0.0003241645,0.0006547292,0.0004004675,0.0002768255],"domain_scores_gemma":[0.998854,0.00007004382,0.0004254895,0.0003047404,0.0001959922,0.0001497637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003434415,0.0007397502,0.9304017,0.00009620382,0.0002323326,0.0002777763,0.001462835,0.02800993,0.009932559,0.0002597699,0.00003201943,0.02821166],"study_design_scores_gemma":[0.000214711,0.0001005072,0.06495794,0.0001528474,0.00003062468,0.000007711128,0.002156762,0.9314008,0.0001047124,0.0004604287,0.00002635364,0.0003866264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806577,0.00002797272,0.00005498086,0.00007098112,0.0004778756,0.0001832071,0.0002342011,0.00008554478,0.01820752],"genre_scores_gemma":[0.9982433,0.00001214357,0.0001300191,0.00000834499,0.0001234182,5.297916e-7,0.0006349729,0.000005031587,0.0008422487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9033908,"threshold_uncertainty_score":0.9609376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200483101373412,"score_gpt":0.2234702505425195,"score_spread":0.2014654195287853,"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."}}