{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001976587,0.00004140976,0.00004237912,0.000005040713,0.0003875865,0.00004218577,0.00004792238,0.00003196611,0.0001060184],"category_scores_gemma":[0.000003402926,0.00003703999,0.00002495605,0.00005515555,0.0002762309,0.00008424939,0.00008208851,0.00003132437,0.00006430885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008640173,"about_ca_system_score_gemma":0.000003055722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000301221,"about_ca_topic_score_gemma":0.0000034938,"domain_scores_codex":[0.9995378,0.00001823414,0.00004045054,0.0001215299,0.0001391503,0.0001428862],"domain_scores_gemma":[0.9998694,0.00002049343,0.00001121567,0.00004736559,7.244392e-7,0.00005081207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006292239,0.0001189552,0.2364671,0.00008676058,0.000127322,0.00001336421,0.3716379,0.00004128392,0.0005827204,0.05127821,0.1454207,0.1942193],"study_design_scores_gemma":[0.0002392661,0.00002055959,0.2536684,0.000006963996,0.00001659048,9.647324e-8,0.06532346,0.0003977592,0.000007717904,0.001594455,0.6785742,0.0001505493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741666,0.0001834688,0.00001142599,0.001739788,0.00004512855,0.00008256182,8.630846e-7,0.00004906328,0.02372112],"genre_scores_gemma":[0.9602774,0.00645576,0.0001229423,0.0001472838,0.00006036729,0.00000561255,0.000002080544,0.000003352207,0.03292517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5331536,"threshold_uncertainty_score":0.2981041,"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."}}