{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006272754,0.000711289,0.0003530415,0.0006765962,0.001292587,0.0009301854,0.0004182283,0.0005693994,0.01140017],"category_scores_gemma":[0.0009609886,0.0001638551,0.0003806503,0.0007791612,0.0005291944,0.0008897485,0.002200319,0.001069637,0.001166961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001340364,"about_ca_system_score_gemma":0.003083572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02426871,"about_ca_topic_score_gemma":0.03837513,"domain_scores_codex":[0.9995591,0.00005645187,0.00002130922,0.00004794162,0.0001153553,0.0001998339],"domain_scores_gemma":[0.9994562,0.00003022279,0.0001397304,0.00002678812,0.0001359687,0.0002111015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000433038,0.0001646813,0.5063841,0.001278251,0.0002833072,0.003990067,0.002068842,0.001955566,0.00745571,0.009904164,0.3171161,0.1489661],"study_design_scores_gemma":[0.00008173672,0.0004021076,0.6161821,0.0005127713,0.0001445834,0.002278174,0.006995731,0.003013519,0.002530683,0.00394214,0.3637861,0.0001303863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7574728,0.01277081,0.006538544,0.03386667,0.005230967,0.001133861,0.04390442,0.001753407,0.1373285],"genre_scores_gemma":[0.9472533,0.004538976,0.002253113,0.005357301,0.0008607315,0.0004661094,0.02413603,0.00006054238,0.01507393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02426871,"threshold_uncertainty_score":0.04825491,"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."}}