{"id":"W2984690440","doi":"10.1002/lno.11362","title":"Systematic microbial production of optically active dissolved organic matter in subarctic lake water","year":2019,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Vetenskapsrådet; Natural Sciences and Engineering Research Council of Canada; Knut och Alice Wallenbergs Stiftelse; Svenska Forskningsrådet Formas","keywords":"Dissolved organic carbon; Colored dissolved organic matter; Subarctic climate; Bacterioplankton; Tundra; Environmental science; Environmental chemistry; Biogeochemistry; Organic matter; Aquatic ecosystem; Ecology; Chemistry; Ecosystem; Phytoplankton; Biology; Nutrient","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001723665,0.0001058429,0.000291187,0.000189341,0.0000320648,0.00001280947,0.00009063282,0.0000945216,0.001437957],"category_scores_gemma":[0.00001073461,0.00007000078,0.00004887666,0.0001791951,0.00007612093,0.0001338035,0.00001910298,0.0001201449,0.0002105289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":9.576312e-7,"about_ca_system_score_gemma":0.00000795168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008428995,"about_ca_topic_score_gemma":0.004476137,"domain_scores_codex":[0.9991131,0.0001000441,0.0002693477,0.0002266794,0.00006679284,0.0002240079],"domain_scores_gemma":[0.9996758,0.00004897486,0.00006156466,0.0001528753,0.00002584184,0.00003494506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009254619,0.00002377194,0.9956542,0.002086263,0.00004397066,0.000003141865,0.0003953215,0.000006833224,0.001593778,0.00001620464,0.00001713729,0.00006685688],"study_design_scores_gemma":[0.000372608,0.0002447909,0.9951546,0.0003486618,0.00004075552,0.00006360699,0.0005436681,0.0001096768,0.002620798,0.0002888636,0.00004998886,0.0001619997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977503,0.00009090492,0.000003037932,0.0002345036,0.0003784045,0.0003580942,0.00000804221,0.00001238212,0.001164326],"genre_scores_gemma":[0.9995297,0.00002178523,0.00002600434,0.00006693585,0.00002280045,0.000001440874,0.00004208987,0.000002925897,0.0002863151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004391847,"threshold_uncertainty_score":0.9994749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002903918269981061,"score_gpt":0.157854689084222,"score_spread":0.1549507708142409,"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."}}