{"id":"W130264265","doi":"10.1016/b978-012256371-3/50018-4","title":"Patterns in Dissolved Organic Matter Lability and Consumption across Aquatic Ecosystems","year":2003,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":171,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Dissolved organic carbon; Aquatic ecosystem; Ecosystem; Organic matter; Lability; Environmental chemistry; Environmental science; Ecology; Freshwater ecosystem; Biology; Chemistry","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":[0.00009302122,0.000150331,0.000155673,0.0004008441,0.0001373254,0.0006152674,0.0001693294,0.0002054572,0.003813267],"category_scores_gemma":[0.0002887796,0.0001483531,0.0001037307,0.001035007,0.0001843807,0.0004246392,0.0002042602,0.0001669688,0.0005839306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004463924,"about_ca_system_score_gemma":0.0002068029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01396347,"about_ca_topic_score_gemma":0.03426859,"domain_scores_codex":[0.9999684,0.000002769928,0.000002621675,0.0000123216,0.00001007173,0.000003865682],"domain_scores_gemma":[0.999907,0.00003287308,0.00002540637,0.000005411216,0.00001844794,0.00001085465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003233639,0.0000717213,0.6509838,0.0002386633,0.0001451219,0.0002284857,0.001798825,0.001575782,0.03948036,0.001340257,0.004041993,0.2997716],"study_design_scores_gemma":[0.000002648669,0.00003591476,0.992313,0.00001358642,0.0000144287,0.0001533994,0.0003226292,0.0004391838,0.001547635,0.0008009074,0.004349623,0.000007139768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763538,0.002866013,0.0009533776,0.0001603643,0.000009313787,0.000006188513,0.002154624,0.00005239113,0.01744396],"genre_scores_gemma":[0.9618591,0.002331254,0.001597938,0.00007273008,0.000009341394,0.00001069571,0.001371711,0.0000275476,0.03271977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01396347,"threshold_uncertainty_score":0.02776438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01366433633559457,"score_gpt":0.2143997500949224,"score_spread":0.2007354137593278,"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."}}