{"id":"W3092534115","doi":"10.1002/essoar.10504388.1","title":"Collided with COVID-19 pandemic, the 2020 Yangtze flood is exceptionally severe.","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Flooding (psychology); Flood myth; Precipitation; Yangtze river; Pandemic; Coronavirus disease 2019 (COVID-19); China; Environmental science; Geography; Water resource management; Meteorology; Medicine; Disease","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":[0.0006084385,0.0007996301,0.0003500387,0.0006706515,0.001259138,0.0008937662,0.0004154237,0.000548028,0.01251376],"category_scores_gemma":[0.0008782504,0.0001625886,0.0004109527,0.0008433512,0.0004899778,0.0008772581,0.002348911,0.001152175,0.001246889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404907,"about_ca_system_score_gemma":0.003389078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02254691,"about_ca_topic_score_gemma":0.03698916,"domain_scores_codex":[0.9996036,0.0000538219,0.00001916917,0.00004122947,0.0001051371,0.0001771217],"domain_scores_gemma":[0.9994765,0.00003089667,0.0001314512,0.00002825343,0.0001251469,0.0002078864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000504785,0.0001828412,0.4674512,0.001374305,0.0003823661,0.004649167,0.001964016,0.002089008,0.009506851,0.01361323,0.3300435,0.1682387],"study_design_scores_gemma":[0.00008990097,0.0004294266,0.5312106,0.0004218268,0.0001551775,0.002620727,0.006014139,0.00298994,0.002752278,0.004867452,0.4483211,0.0001274768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7398412,0.01810151,0.008550405,0.03339497,0.006501481,0.001300428,0.0456415,0.002049359,0.1446192],"genre_scores_gemma":[0.9404234,0.005439917,0.002700161,0.005476552,0.0009606804,0.0005355206,0.02737976,0.00006885167,0.01701517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02254691,"threshold_uncertainty_score":0.04483134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03699541488212683,"score_gpt":0.2821343323836552,"score_spread":0.2451389175015284,"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."}}