{"id":"W4399712266","doi":"10.3208/jgssp.v10.kl-2-03","title":"Complications in Addressing Liquefaction Vulnerability in Stratified Soils from Building to Cluster to Community","year":2024,"lang":"en","type":"article","venue":"Japanese Geotechnical Society Special Publication","topic":"Geotechnical Engineering and Soil Stabilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Colorado Boulder; Colorado State University; National Science Foundation","keywords":"Liquefaction; Geotechnical engineering; Vulnerability (computing); Soil liquefaction; Soil water; Geology; Cluster (spacecraft); Civil engineering; Environmental science; Engineering; Soil science; Computer science; Computer security","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001124466,0.0002417556,0.000287405,0.0002259504,0.0001376334,0.0003586053,0.00036535,0.0004154401,0.00004477034],"category_scores_gemma":[0.0007248804,0.0002712664,0.0001290772,0.002034754,0.00004126266,0.0006467833,0.0001213551,0.001286627,0.00006151883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001973,"about_ca_system_score_gemma":0.00004117658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001469462,"about_ca_topic_score_gemma":0.001111797,"domain_scores_codex":[0.9980473,0.0001396836,0.0006844036,0.0004402753,0.0002895333,0.0003988266],"domain_scores_gemma":[0.9985493,0.0005099999,0.00002733194,0.0006058958,0.000105345,0.0002021478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001220533,0.0001385804,0.0000312491,0.0001228756,0.00001272081,3.986455e-7,0.002974636,0.949574,0.01082209,0.001123294,0.002531371,0.03265659],"study_design_scores_gemma":[0.0003200801,0.00004712787,0.07909663,0.0003240632,0.00001164007,0.000001733868,0.0006165004,0.9021165,0.0005589774,0.00333412,0.0130286,0.000544025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106445,0.00004311222,0.07853459,0.006459745,0.0004001611,0.0009966098,0.00004255174,0.001507963,0.001370718],"genre_scores_gemma":[0.9966871,0.00001185895,0.001922518,0.0003077253,0.000427481,0.0004029933,0.0001777352,0.0000453845,0.00001717887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08604257,"threshold_uncertainty_score":0.999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087899856647273,"score_gpt":0.2900881210346452,"score_spread":0.2592091224681724,"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."}}