{"id":"W2191732241","doi":"10.5194/gmdd-8-10411-2015","title":"An integrated Dissolved Organic Carbon Dynamics Model (DOCDM 1.0): model development and a case study in the Alaskan Yukon River Basin","year":2015,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Dissolved organic carbon; Surface runoff; Environmental science; Snowmelt; Hydrology (agriculture); Infiltration (HVAC); Carbon cycle; Soil water; Subsurface flow; Water cycle; Surface water; Water flow; Ecosystem; Soil science; Groundwater; Geology; Oceanography; Ecology; Environmental engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007214074,0.0008777309,0.000557712,0.0004503813,0.0007770627,0.0008891895,0.0008875119,0.001150086,0.001112161],"category_scores_gemma":[0.001072205,0.0003898123,0.0005404321,0.000544102,0.0004495729,0.0004692567,0.0006319348,0.0006991626,0.00009814441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089318,"about_ca_system_score_gemma":0.001478712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2197839,"about_ca_topic_score_gemma":0.1532837,"domain_scores_codex":[0.9998773,0.00004655136,0.000009695943,0.00002564167,0.00001685861,0.00002404405],"domain_scores_gemma":[0.9994707,0.0003030021,0.00003811789,0.00002531674,0.0001151393,0.00004777148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001324276,0.0001870254,0.02487865,0.00006786173,0.00005677554,0.0002955611,0.00006994602,0.9688022,0.000728131,0.0006293725,0.0004202012,0.003731892],"study_design_scores_gemma":[0.00004941484,0.0000825399,0.005121824,0.000007816625,0.00002475956,0.00001192552,0.000100282,0.9937413,0.0003720379,0.0001609097,0.0003162032,0.00001091273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958791,0.0001047201,0.001265125,0.0001003424,0.00001032043,0.00003214624,0.0006464907,0.0001082532,0.001853504],"genre_scores_gemma":[0.9957001,0.00008353339,0.002783869,0.00002004608,0.000003836436,0.00004733403,0.0005791055,0.00001222885,0.0007700038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2197839,"threshold_uncertainty_score":0.4370092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06959801453482242,"score_gpt":0.2657952276322139,"score_spread":0.1961972130973915,"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."}}