{"id":"W1978575416","doi":"10.1680/geot.2003.53.9.833","title":"A hypothesis for mitigation of risk of liquefaction","year":2003,"lang":"en","type":"article","venue":"Géotechnique","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Liquefaction; Pore water pressure; Geotechnical engineering; Geology; Soil liquefaction; Seismology; Risk analysis (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":[0.0001384842,0.00007729299,0.0001381871,0.00007969349,0.00001377569,0.000002424048,0.00004900438,0.0001350528,0.00000762648],"category_scores_gemma":[0.000255753,0.00007719902,0.00007620181,0.000109898,0.0000191565,0.00003075113,0.0000023928,0.00009065225,2.591341e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001968955,"about_ca_system_score_gemma":0.000007170483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001072416,"about_ca_topic_score_gemma":0.000003099589,"domain_scores_codex":[0.9995867,0.00001376315,0.0001813226,0.00006895688,0.00005784956,0.00009140612],"domain_scores_gemma":[0.9996165,0.0001381987,0.00004453701,0.0001428578,0.00003704131,0.00002083872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003010741,0.00004665896,0.0001270811,0.000734339,0.0001310805,3.712538e-7,0.0001669623,0.3693312,0.53106,0.0631166,0.0007000649,0.0345555],"study_design_scores_gemma":[0.0001264321,0.00004969993,0.00131936,0.00003270722,0.00002365766,0.000003039312,0.00000952858,0.00579017,0.9467055,0.04404918,0.001786789,0.0001039171],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2035519,0.00006898625,0.7950703,0.000006369999,0.00006807873,0.0001871159,0.0000231597,0.0002728573,0.0007511868],"genre_scores_gemma":[0.9490241,0.00006830895,0.05082798,0.000002034262,0.00001005982,0.00003868894,0.000001901535,0.00001734827,0.00000954424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7454722,"threshold_uncertainty_score":0.3148084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006370436924638092,"score_gpt":0.1921800130192612,"score_spread":0.1858095760946231,"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."}}