{"id":"W7130489233","doi":"","title":"Hydrologic and Landscape Controls on Dissolved Organic Matter Composition Across Western North American Arctic Lakes","year":2023,"lang":"","type":"article","venue":"Open MIND","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dissolved organic carbon; Arctic; Colored dissolved organic matter; Aquatic ecosystem; Boreal; Organic matter; Total organic carbon; Taiga","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":[0.0002553738,0.000151333,0.0001936261,0.0005819103,0.0006549116,0.0006449647,0.0001949161,0.0001755535,0.0005681561],"category_scores_gemma":[0.0004491851,0.0001730316,0.0001928539,0.0008363943,0.0004351446,0.0002610118,0.0003539987,0.0001503215,0.00004606853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204853,"about_ca_system_score_gemma":0.001069937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2735807,"about_ca_topic_score_gemma":0.5207589,"domain_scores_codex":[0.9998605,0.0000289736,0.000009512619,0.00004787702,0.00002058587,0.00003244944],"domain_scores_gemma":[0.9996188,0.00005195591,0.0001260286,0.00001734898,0.00008545185,0.0001004193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379296,0.00004221492,0.9894416,0.00001535687,0.00009158424,0.00009183569,0.0006974741,0.0003158841,0.005610809,0.00006959101,0.0001956025,0.003290109],"study_design_scores_gemma":[9.350747e-7,0.000003136557,0.9995247,0.000001110039,0.000008212221,0.000006135122,0.0002193808,0.0001236435,0.00003413982,0.000007768741,0.00006967465,0.000001241081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995174,0.00006139522,0.00002492448,0.00002571945,0.000001599994,0.000001590401,0.0000979271,0.000003453799,0.0002660105],"genre_scores_gemma":[0.9996166,0.0000568299,0.00004996316,0.00001387117,0.00000316298,0.00000351925,0.0001165047,0.00000229889,0.0001372022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2735807,"threshold_uncertainty_score":0.5439765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855545479709052,"score_gpt":0.2512563020481671,"score_spread":0.2327008472510766,"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."}}