{"id":"W4297541776","doi":"10.3390/jrfm15100434","title":"The Economic Impact of Flood Zone Designations on Residential Property Valuation in Miami-Dade County","year":2022,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Flood insurance; Valuation (finance); Floodplain; Miami; 100-year flood; Damages; Geography; Environmental resource management; Environmental science; Business; Cartography; Finance; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0009825446,0.0002606888,0.0002360113,0.0008462701,0.0006033079,0.001631103,0.0006051496,0.0003027456,0.001411208],"category_scores_gemma":[0.004814046,0.0001813576,0.0003771283,0.001189819,0.000528792,0.0007431361,0.0009514622,0.0006914891,0.0001190345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003760754,"about_ca_system_score_gemma":0.001036515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1135867,"about_ca_topic_score_gemma":0.2123827,"domain_scores_codex":[0.9993346,0.000289322,0.00002417808,0.00006527174,0.0001333528,0.0001532539],"domain_scores_gemma":[0.9977123,0.000851612,0.0005842414,0.0001285393,0.0003347219,0.0003886844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003293179,0.0004395088,0.9655677,0.00003224209,0.0001995055,0.001018172,0.001298006,0.0145899,0.000792342,0.001967726,0.002228494,0.01153704],"study_design_scores_gemma":[0.00001799748,0.0001872157,0.9632527,0.00002045894,0.00006347951,0.0001761881,0.005839534,0.02746648,0.0003823771,0.000538001,0.002026253,0.00002930909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988525,0.00004107202,0.00007177269,0.0001242363,0.000003021553,0.000006246829,0.0001436271,0.000002110283,0.0007555504],"genre_scores_gemma":[0.9992699,0.00006578254,0.0001285178,0.00002304874,0.00000413864,0.000009914322,0.0002261727,0.000001489483,0.0002710278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1135867,"threshold_uncertainty_score":0.2258512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008549672914587027,"score_gpt":0.2345491250109253,"score_spread":0.2259994520963383,"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."}}