{"id":"W4312763182","doi":"10.3808/jeil.202200086","title":"Collided with COVID-19 Pandemic, the 2020 Yangtze Flood Is Exceptionally Severe","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Informatics Letters","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Flooding (psychology); Flood myth; Precipitation; Pandemic; Yangtze river; Coronavirus disease 2019 (COVID-19); Environmental science; China; Geography; Water resource management; Meteorology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007200002,0.0001896787,0.00019155,0.00005472038,0.0005447379,0.00006267892,0.0006243055,0.00002411787,0.01160447],"category_scores_gemma":[0.000007906406,0.0001270261,0.0001290662,0.0001648909,0.0002357428,0.0005542364,0.0005653236,0.0004291921,0.000126417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110719,"about_ca_system_score_gemma":0.00002948146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002438397,"about_ca_topic_score_gemma":0.00001233838,"domain_scores_codex":[0.9976032,0.00008952823,0.0006157661,0.0001032415,0.001318855,0.0002694262],"domain_scores_gemma":[0.9988075,0.00007976506,0.0006839785,0.0002405224,0.000001913413,0.0001862668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002943569,0.0003942978,0.2321137,0.00003126987,0.0003564052,0.0001236636,0.01166661,0.2826713,0.005745723,0.00002946933,0.4642643,0.002308833],"study_design_scores_gemma":[0.004255332,0.0009770674,0.09943727,0.00001339204,0.0002886156,0.002032621,0.01915544,0.002513871,0.0000973043,0.0001875577,0.8703759,0.0006655959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849788,0.00003584471,0.00278904,0.01015872,0.0001843907,0.0003880237,0.00006697566,0.00001393332,0.001384304],"genre_scores_gemma":[0.935215,0.0002007791,0.004856426,0.05886365,0.00009202011,0.00003252387,0.00002393171,0.00002257273,0.0006931137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061116,"threshold_uncertainty_score":0.9892991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009866008244133057,"score_gpt":0.2175664652741754,"score_spread":0.2077004570300423,"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."}}