{"id":"W4200503328","doi":"10.1088/1748-9326/ac462f","title":"Spring coherence in dissolved organic carbon export dominates total coherence in Boreal Shield forested catchments","year":2021,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; Natural Resources Canada; International Institute for Sustainable Development; University of Winnipeg","funders":"Mitacs","keywords":"Environmental science; Boreal; Watershed; Hydrology (agriculture); Coherence (philosophical gambling strategy); Dissolved organic carbon; Ecosystem; Carbon cycle; Climate change; Context (archaeology); Ecology; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009262605,0.000245171,0.0002699888,0.0001307152,0.000179784,0.00003773224,0.0003884426,0.0001004105,0.001319828],"category_scores_gemma":[0.00008315592,0.0002513493,0.00004800511,0.0004260254,0.0006214233,0.0002591013,0.001446832,0.0006458871,0.000293061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008536091,"about_ca_system_score_gemma":0.00001245305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011403,"about_ca_topic_score_gemma":0.003025208,"domain_scores_codex":[0.9966136,0.0003291784,0.0003620428,0.0007938672,0.0007923403,0.001108983],"domain_scores_gemma":[0.9992275,0.0001677604,0.00005393669,0.0004111566,0.000001832359,0.0001377633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005565702,0.0002955574,0.9013149,0.00001079966,0.00001809178,0.0009263511,0.001110443,0.0002467484,0.0953522,0.000004513382,0.000165671,0.0004991208],"study_design_scores_gemma":[0.001026105,0.00007146155,0.9793946,0.00004231812,0.00000563002,0.000005754393,0.001216784,0.0003741193,0.01735819,0.0001098246,0.0001417032,0.0002535617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949946,0.0001070372,0.00001204364,0.001780523,0.00008027866,0.0004878608,0.00000547239,0.00001959533,0.002512613],"genre_scores_gemma":[0.9984573,0.0000970817,0.0000943514,0.0003776701,0.00002112549,0.0001582488,0.00002794549,0.0000238102,0.0007424864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07807969,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880865093715946,"score_gpt":0.2657068583864455,"score_spread":0.2468982074492861,"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."}}