{"id":"W4385493418","doi":"10.3389/feart.2023.1221234","title":"Seismic microzonation mapping of Greater Vancouver based on various site classification metrics","year":2023,"lang":"en","type":"article","venue":"Frontiers in Earth Science","topic":"Seismic Waves and Analysis","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"University of British Columbia","keywords":"Seismic microzonation; Seismology; Microtremor; Geology; Seismic hazard; Liquefaction; Earthquake scenario; Urban seismic risk; Wave velocity; Shear (geology); Geotechnical engineering","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":[0.0001827112,0.0002965197,0.0001822644,0.002140373,0.0004493264,0.001032838,0.0003060256,0.0001913085,0.001176057],"category_scores_gemma":[0.0009052977,0.0001570842,0.0001283328,0.00212992,0.0002047623,0.0001779211,0.0006696593,0.0001998246,0.0002445572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793521,"about_ca_system_score_gemma":0.002026507,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7949266,"about_ca_topic_score_gemma":0.9364949,"domain_scores_codex":[0.9998215,0.00001257007,0.000008993432,0.00002994882,0.00008114161,0.00004592912],"domain_scores_gemma":[0.999236,0.00006351154,0.00009884763,0.00003830585,0.0004259007,0.0001374354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002547496,0.0000333175,0.8855968,0.00008146337,0.0000609028,0.0002059769,0.001500557,0.00987065,0.01267334,0.0004270014,0.001465826,0.08782937],"study_design_scores_gemma":[0.000005823733,0.00001488573,0.9871701,0.00002595641,0.00001432961,0.00004965123,0.001549704,0.008808856,0.0007868476,0.00006171021,0.001498188,0.00001394521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993574,0.00006529197,0.0006985183,0.00002804856,0.000002319057,0.00002734374,0.001370104,0.00004976416,0.004184548],"genre_scores_gemma":[0.9948065,0.0001100549,0.001775678,0.000007842574,0.000001220929,0.00001785582,0.001632638,0.00001245205,0.001635887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2050734,"threshold_uncertainty_score":0.4125621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815041235807323,"score_gpt":0.208484605437533,"score_spread":0.1903341930794598,"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."}}