{"id":"W4402357170","doi":"10.1038/s44284-024-00135-4","title":"Publisher Correction: Repeated and localized flooding is an underestimated challenge for urban disaster risk management","year":2024,"lang":"en","type":"article","venue":"Nature Cities","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Flooding (psychology); Environmental science; Environmental planning; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002445774,0.0001896793,0.0001390393,0.00008822972,0.0002271003,0.0004326638,0.0001457961,0.0001515119,0.0005640239],"category_scores_gemma":[0.0000101575,0.0001567673,0.00005391904,0.000185931,0.0001044744,0.000675943,0.0001766008,0.0002669706,0.00002627786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117296,"about_ca_system_score_gemma":0.000003619359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000105996,"about_ca_topic_score_gemma":0.0002100937,"domain_scores_codex":[0.9987745,0.00003829167,0.0001626118,0.0005047307,0.0002574426,0.0002623741],"domain_scores_gemma":[0.9996007,0.00004350259,0.00003913926,0.0002315241,0.000008814328,0.00007628791],"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":[0.0000782392,0.00008938561,0.004039584,0.0002385361,0.0002390765,0.00002558146,0.003048682,0.0002430337,0.00001211195,0.008113261,0.9417011,0.04217147],"study_design_scores_gemma":[0.001316609,0.0003501501,0.007209565,0.0001964673,0.0004095573,0.000007120886,0.006232962,0.09562471,0.00007414987,0.01968678,0.8682124,0.0006795193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3576555,0.01772088,0.03713031,0.008736994,0.02887827,0.005927155,0.0001254151,0.003263372,0.5405621],"genre_scores_gemma":[0.9601063,0.0007406765,0.003372614,0.0004633546,0.0001483746,0.0001360692,0.00007529183,0.00004436498,0.03491292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6024508,"threshold_uncertainty_score":0.6392785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01135618456622432,"score_gpt":0.260418990243429,"score_spread":0.2490628056772047,"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."}}