{"id":"W4230496403","doi":"10.5194/bgd-11-6673-2014","title":"Partial coupling and differential regulation of biologically and photo-chemically labile dissolved organic carbon across boreal aquatic networks","year":2014,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissolved organic carbon; Colored dissolved organic matter; Environmental chemistry; Aquatic ecosystem; Wetland; Boreal; Chemistry; Environmental science; Carbon cycle; Nutrient; Ecology; Ecosystem; Phytoplankton; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002424822,0.0002244161,0.0003070637,0.0005269191,0.0005121217,0.0006320604,0.0002843655,0.0002609275,0.000361405],"category_scores_gemma":[0.0004160482,0.0002501498,0.0002118961,0.0002979073,0.0005035825,0.0006704211,0.0006511996,0.000234191,0.0000631802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006209485,"about_ca_system_score_gemma":0.0003695266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01326163,"about_ca_topic_score_gemma":0.01696453,"domain_scores_codex":[0.9997212,0.00003073582,0.00001545055,0.0001586954,0.00003304996,0.00004081422],"domain_scores_gemma":[0.9995942,0.00006152203,0.0001410678,0.00002898434,0.0001135459,0.00006069474],"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":[0.0002044433,0.00005904452,0.293138,0.000180019,0.0001728278,0.0001247824,0.0008622939,0.0008120501,0.691451,0.0004357648,0.0001517506,0.0124081],"study_design_scores_gemma":[0.00000346417,0.00005307296,0.994001,0.000004270097,0.00001921244,0.00006326152,0.0002252865,0.001016094,0.004002113,0.000107183,0.000496907,0.000008087872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985795,0.0002204858,0.0005280036,0.00001986445,0.000002592945,0.00000679954,0.0001483571,0.00001988617,0.0004745362],"genre_scores_gemma":[0.9992777,0.0000637269,0.0003726801,0.0000180126,0.000002564256,0.000007146048,0.0001303092,0.000004113429,0.0001237229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01326163,"threshold_uncertainty_score":0.02636892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009481281166708029,"score_gpt":0.2061439295883253,"score_spread":0.1966626484216172,"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."}}