{"id":"W2605979513","doi":"10.1139/cgj-2016-0413","title":"Evaluation of Becker penetration test interpretation methods for liquefaction assessment in gravelly soils","year":2017,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of California, San Diego","keywords":"Penetration test; Penetration (warfare); Standard penetration test; Hammer; Geotechnical engineering; Cone penetration test; Soil water; Geology; Mathematics; Mechanics; Structural engineering; Physics; Engineering; Liquefaction; Soil science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002473184,0.0001248174,0.0001883257,0.0002733453,0.0001623985,0.0001323796,0.0002371746,0.0002175109,0.00002911292],"category_scores_gemma":[0.00137116,0.0001274569,0.00008912882,0.00006695931,0.00003784484,0.0002244471,0.000009015592,0.0005003928,5.954157e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007780371,"about_ca_system_score_gemma":0.0004136208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845324,"about_ca_topic_score_gemma":0.007664366,"domain_scores_codex":[0.9989155,0.0000674468,0.000396183,0.0001233762,0.0002468444,0.0002506541],"domain_scores_gemma":[0.9990332,0.0001341921,0.0001182335,0.0002469456,0.0002766045,0.0001908864],"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":[0.000004084437,0.000008575977,0.0000609276,0.00002270174,0.00002308007,0.000001172203,0.00002776084,0.777795,0.006073721,0.0005483291,0.00009535172,0.2153394],"study_design_scores_gemma":[0.0004007581,0.00007607677,0.05980398,0.00006907558,0.00005352044,0.00002815983,0.0000174381,0.9241599,0.0009896951,0.01375265,0.0005190193,0.0001297399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05146926,0.0001758603,0.9458811,0.0004519019,0.000642754,0.0004111154,0.0000129893,0.00005363266,0.0009013833],"genre_scores_gemma":[0.9821547,0.00003340155,0.01764089,0.00001506847,0.00008380931,0.00003678538,0.000007682932,0.00001977086,0.000007922909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9306854,"threshold_uncertainty_score":0.519754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800693396470775,"score_gpt":0.3431200436159381,"score_spread":0.3151131096512303,"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."}}