{"id":"W4307160271","doi":"10.5194/egusphere-2022-852","title":"Conceptual models of dissolved carbon fluxes considering interannual typhoon responses under extreme climates in a two-layer stratified lake","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Science and Technology, Taiwan; Academia Sinica; Japan Society for the Promotion of Science; Genomics Research Center, Academia Sinica; National Science Council; Global Lake Ecological Observatory Network","keywords":"Typhoon; Environmental science; Dissolved organic carbon; Stratification (seeds); Subtropics; Ecosystem; Lake ecosystem; Mixed layer; Oceanography; Inflow; Water column; Hydrology (agriculture); Climatology; Atmospheric sciences; Geology; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004114735,0.0007176464,0.0004427554,0.0004985984,0.0006247828,0.001163113,0.001370314,0.001021335,0.001141182],"category_scores_gemma":[0.001089641,0.0005360505,0.0009734111,0.0004937495,0.0007721294,0.001169465,0.0009631939,0.0005384368,0.00006917129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002483047,"about_ca_system_score_gemma":0.002064511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06821217,"about_ca_topic_score_gemma":0.02622794,"domain_scores_codex":[0.9998587,0.00003662446,0.00001064439,0.00004638343,0.00001509339,0.00003253724],"domain_scores_gemma":[0.9996744,0.0001045601,0.00007233048,0.00001416416,0.00008515415,0.00004928569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002523169,0.00002273196,0.003098494,0.00001565445,0.00002860644,0.00005448362,0.00005574561,0.9917556,0.001170067,0.003042011,0.00008571639,0.0006457286],"study_design_scores_gemma":[0.00001110804,0.000008581366,0.0006476483,0.000001205673,0.00001056539,0.000003094095,0.00002364206,0.9985667,0.00007306149,0.0005787858,0.00006989604,0.00000585191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9308973,0.0001754615,0.06322962,0.0005241515,0.00003612643,0.00005393716,0.0005143479,0.0001442743,0.004424659],"genre_scores_gemma":[0.9960083,0.00007956394,0.002726085,0.00003319674,0.000008617196,0.00007930152,0.0001640847,0.00001240088,0.000888326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06821217,"threshold_uncertainty_score":0.1356302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08317711846454606,"score_gpt":0.2725367377509403,"score_spread":0.1893596192863943,"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."}}