{"id":"W4416024764","doi":"10.1016/j.pdisas.2025.100483","title":"Risky ground: Seismic hazards and transectional networks in the Pacific northwest","year":2025,"lang":"en","type":"article","venue":"Progress in Disaster Science","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"Commission Géologique du Canada","keywords":"Vulnerability (computing); Seismic risk; Risk assessment; Disaster risk reduction; Natural hazard; Climate change; Urban seismic risk; Vulnerability assessment; Event (particle physics)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005920793,0.0001589921,0.00008866482,0.001112689,0.0006801423,0.001493075,0.000431612,0.0003517465,0.001188259],"category_scores_gemma":[0.003806049,0.0001227719,0.0001079281,0.001857353,0.001546948,0.002629387,0.001693141,0.0005280942,0.00004514936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484033,"about_ca_system_score_gemma":0.001197484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06893438,"about_ca_topic_score_gemma":0.07377982,"domain_scores_codex":[0.9997723,0.00009561834,0.00001159023,0.00004497576,0.00005284511,0.00002286401],"domain_scores_gemma":[0.9987226,0.0004479098,0.0005329596,0.00006943037,0.0001379287,0.00008903328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001570554,0.0000689209,0.5153719,0.0001136753,0.0001095588,0.001553237,0.01847388,0.1358507,0.001228626,0.1980109,0.001313508,0.127748],"study_design_scores_gemma":[0.00001786646,0.00008655775,0.3861339,0.0002306246,0.00008691144,0.0006625297,0.04331736,0.309431,0.001485439,0.2375069,0.02097283,0.0000680881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9627073,0.0002628816,0.02299842,0.001154201,0.000004825776,0.00001878931,0.000229988,0.00002388569,0.01259966],"genre_scores_gemma":[0.9963124,0.00025689,0.002653314,0.000017233,0.000002088211,0.00001067825,0.00006862538,0.000003661331,0.0006749182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06893438,"threshold_uncertainty_score":0.1370663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00940935158141548,"score_gpt":0.2955360381782135,"score_spread":0.286126686596798,"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."}}