{"id":"W4407717948","doi":"10.1111/jfr3.70012","title":"Economic Exposure of Canadian Residential Properties to Flooding","year":2025,"lang":"en","type":"article","venue":"Journal of Flood Risk Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Waterloo; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Public Safety Canada","keywords":"Flooding (psychology); Environmental science; Geography; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0004985235,0.0002663435,0.0001969941,0.002040121,0.001313706,0.00152093,0.0009429829,0.0002675588,0.004473166],"category_scores_gemma":[0.00445646,0.0001297088,0.000361078,0.004702241,0.0004218077,0.0004170585,0.0008043549,0.0004670461,0.0003197189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0270433,"about_ca_system_score_gemma":0.01637117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935293,"about_ca_topic_score_gemma":0.9963964,"domain_scores_codex":[0.9992551,0.00005763923,0.00003055279,0.00009122369,0.0003568215,0.0002086815],"domain_scores_gemma":[0.9973131,0.0002993387,0.0004777073,0.0001673064,0.001435144,0.0003074381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007472992,0.00005020844,0.9624135,0.00005818236,0.00007051911,0.0001599419,0.001090421,0.004157269,0.0001972431,0.001895768,0.0123268,0.01750543],"study_design_scores_gemma":[0.000003146674,0.000009032743,0.9868485,0.0000215962,0.00001534459,0.00003664525,0.002101301,0.003248479,0.0001496972,0.0001887181,0.00736007,0.00001740848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485024,0.0001926849,0.0004194994,0.0007253447,0.000008954048,0.00005044014,0.03521317,0.00002675138,0.01486079],"genre_scores_gemma":[0.9864323,0.0002285719,0.0002912465,0.00003847669,0.000003140117,0.00001962202,0.01065628,0.000005355428,0.002325037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0270433,"threshold_uncertainty_score":0.1962138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006616400119940438,"score_gpt":0.2118403127641953,"score_spread":0.2052239126442548,"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."}}