{"id":"W7084086516","doi":"10.64628/aam.pqdcv7crv","title":"We design cities and buildings for earthquakes and floods — we need to do the same for wildfires","year":2025,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Flood myth; Natural disaster; Climate change; Vulnerability (computing)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002082889,0.001437946,0.0007863085,0.0007752728,0.003652478,0.005167307,0.002098013,0.002426584,0.01705812],"category_scores_gemma":[0.007397809,0.001075864,0.001681064,0.001005316,0.00358234,0.008371416,0.002760975,0.003015405,0.008085201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001694395,"about_ca_system_score_gemma":0.003146044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01533819,"about_ca_topic_score_gemma":0.03781357,"domain_scores_codex":[0.9980027,0.000769988,0.000151694,0.0003565565,0.0004867242,0.0002323674],"domain_scores_gemma":[0.9943596,0.0006614503,0.0003006622,0.002067004,0.001978479,0.0006328757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001797189,0.0003899996,0.02923558,0.0008726739,0.0004202172,0.0004443228,0.004307886,0.09019844,0.01852038,0.3328795,0.1327833,0.3897679],"study_design_scores_gemma":[0.0001011271,0.000223101,0.005556421,0.0001980764,0.0002469964,0.0003256554,0.006030771,0.03068401,0.008188562,0.2566938,0.6915442,0.000207231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02510753,0.0008511326,0.8776382,0.02239105,0.002036006,0.0004775634,0.0007973024,0.003905324,0.06679588],"genre_scores_gemma":[0.1868382,0.0008121604,0.759289,0.005153306,0.0002441254,0.0003803661,0.0009457323,0.002011901,0.04432523],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01705812,"threshold_uncertainty_score":0.05706513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302989111840691,"score_gpt":0.2475345899865962,"score_spread":0.2245046988681892,"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."}}