{"id":"W4387131040","doi":"10.3167/ares.2023.140101","title":"Flood and Fire","year":2023,"lang":"en","type":"article","venue":"Environment and Society","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Extreme weather; Flood myth; Climate change; Global warming; Geography; Tropical cyclone; Storm; Climatology; Oceanography; Meteorology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001512786,0.0006345335,0.0006198248,0.0009682301,0.002834009,0.005511738,0.0008877838,0.005684269,0.01565768],"category_scores_gemma":[0.01000098,0.0002892913,0.0005825403,0.0008539297,0.00192567,0.003675651,0.002278396,0.007245077,0.003943483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001344238,"about_ca_system_score_gemma":0.002413371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003795948,"about_ca_topic_score_gemma":0.009085415,"domain_scores_codex":[0.9987801,0.0003127794,0.0001229254,0.0001757131,0.0003871409,0.0002213934],"domain_scores_gemma":[0.9967023,0.001535351,0.0003573102,0.0001247722,0.0005646438,0.000715709],"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":[0.00003507146,0.00002833885,0.001317524,0.0002399274,0.00001855932,0.0001782165,0.0006528547,0.00002934612,0.00006400118,0.005916599,0.9134488,0.07807087],"study_design_scores_gemma":[0.000009564704,0.00002865576,0.003068096,0.0006102775,0.00001613918,0.00036182,0.000907033,0.00002615938,0.00004083909,0.004583837,0.9903342,0.00001333438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002708802,0.1749543,0.0003552084,0.3946443,0.3892774,0.00002619013,0.000275478,0.00006963655,0.03768876],"genre_scores_gemma":[0.01964465,0.1655816,0.000264646,0.1892807,0.5874407,0.00004416024,0.0002894311,0.0000875662,0.03736657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01565768,"threshold_uncertainty_score":0.0523802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119491528077218,"score_gpt":0.2361154712249771,"score_spread":0.2249205559442049,"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."}}