{"id":"W4392758888","doi":"10.5194/egusphere-egu24-13957","title":"Flow source drives extreme variation in dissolved organic carbon in an important North American Great Plains reservoir","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; Concordia University; University of Saskatchewan","funders":"","keywords":"Environmental science; Flow (mathematics); Dissolved organic carbon; Variation (astronomy); Carbon fibers; Total organic carbon; Hydrology (agriculture); Petroleum engineering; Oceanography; Geology; Ecology; Geotechnical engineering; Materials science; Biology; Mathematics","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":[0.0002285812,0.0001110974,0.0001948259,0.0005637772,0.0003995573,0.0006155085,0.000310371,0.0002927928,0.0006180952],"category_scores_gemma":[0.0006207751,0.0001568791,0.0001915589,0.0008648817,0.0004769137,0.0003032925,0.0004666027,0.0001874109,0.00008489843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000888703,"about_ca_system_score_gemma":0.0006268334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1167377,"about_ca_topic_score_gemma":0.1760523,"domain_scores_codex":[0.9998877,0.00001963928,0.000007831739,0.0000407779,0.00002329667,0.00002072555],"domain_scores_gemma":[0.9996661,0.00008181718,0.00009178559,0.00002665291,0.00007121719,0.00006239793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005432697,0.00009035823,0.9883056,0.00001026108,0.00005764113,0.0002263451,0.0006763517,0.001222461,0.005644736,0.00008323778,0.0003234039,0.003305309],"study_design_scores_gemma":[0.000001598083,0.00000673207,0.9971799,0.000001326875,0.000005042386,0.00001744073,0.0002102063,0.002376236,0.00008080022,0.00001930475,0.0000977954,0.000003621245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996642,0.000006178856,0.00003335267,0.00002258063,6.504881e-7,0.000001696719,0.0001114069,0.000004108315,0.0001558462],"genre_scores_gemma":[0.9994982,0.00001136373,0.0001003423,0.00001318605,0.0000015712,0.000004093973,0.0002524975,0.000002289604,0.0001163747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1167377,"threshold_uncertainty_score":0.2321164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611512858007771,"score_gpt":0.209177874059591,"score_spread":0.1930627454795132,"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."}}