{"id":"W4309152192","doi":"10.1061/9780784484449.025","title":"A New Landslide Runout Model and Implications for Understanding Post Wildfire and Earthquake Threats to Communities in California","year":2022,"lang":"en","type":"article","venue":"Lifelines 2022","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"General Electric (Canada); Alberta Bible College","funders":"","keywords":"Landslide; Debris; Debris flow; Geology; Run-out; Natural hazard; Geotechnical engineering; Mining engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001801798,0.00009288831,0.0001175663,0.0000519694,0.0004567065,0.00003421552,0.0001146468,0.00003092673,0.000103362],"category_scores_gemma":[0.000009983411,0.00008107221,0.00002319938,0.0001598434,0.00003529432,0.00006169864,0.0003678596,0.0001319371,0.000003743213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001007635,"about_ca_system_score_gemma":0.00002174164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469593,"about_ca_topic_score_gemma":0.004348831,"domain_scores_codex":[0.9993755,0.0000261641,0.0001522789,0.0001631778,0.00009561401,0.0001873209],"domain_scores_gemma":[0.9996284,0.00007886295,0.00002985589,0.0001515848,0.000002704981,0.0001086524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004867022,0.000160405,0.6936628,0.00004488316,0.00006111239,0.000007603509,0.02163416,0.1893671,0.002146718,0.004830892,0.02658928,0.06100839],"study_design_scores_gemma":[0.007082025,0.001164822,0.2606823,0.0001161411,0.0001764045,0.00025587,0.04426879,0.3418945,0.00002634461,0.1370796,0.2054359,0.001817321],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803824,0.0005582151,0.007135301,0.01035951,0.00006398022,0.000479189,0.0004732163,0.00003689748,0.0005113102],"genre_scores_gemma":[0.9956586,0.0001842985,0.002104385,0.001035135,0.00004291451,0.00007801288,0.00008437478,0.00001521317,0.0007970816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4329805,"threshold_uncertainty_score":0.3512664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03537220833974964,"score_gpt":0.264281206339071,"score_spread":0.2289089979993214,"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."}}