{"id":"W2620901608","doi":"10.1061/9780784480700.032","title":"Site-Specific Geotechnical Resistance Factors for a Large Industrial Project in Canada","year":2017,"lang":"en","type":"article","venue":"Geo-Risk 2017","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); Golder Associates (Canada)","funders":"Federal Highway Administration; Shell Canada","keywords":"Pile; Engineering; Reliability (semiconductor); Civil engineering; Geotechnical engineering; Redundancy (engineering); Foundation (evidence); Geotechnical investigation; Resistance Factors; Reliability engineering; Structural 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002902128,0.0002290257,0.0003720965,0.0001031279,0.0002609485,0.00009758653,0.0005311203,0.0002181623,0.00001879611],"category_scores_gemma":[0.0004377435,0.000219916,0.000126245,0.00009840067,0.00002298707,0.00009490865,0.0000699429,0.000549212,0.000007416504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082195,"about_ca_system_score_gemma":0.0001665896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.267027,"about_ca_topic_score_gemma":0.6879175,"domain_scores_codex":[0.9985962,0.00001462918,0.000312601,0.0002991031,0.0002030183,0.0005744377],"domain_scores_gemma":[0.9987789,0.0001229891,0.00009730255,0.0008760752,0.00002434066,0.0001003513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002286346,0.000178714,0.06881712,0.0003789644,0.0003690201,0.0002085741,0.000422762,0.5285711,0.001381432,0.001013085,0.3864101,0.01202053],"study_design_scores_gemma":[0.002071527,0.0000327181,0.05520131,0.0001674265,0.00006951118,0.000001600299,0.0001139487,0.1115167,0.0005752318,0.0001494789,0.8292041,0.0008963463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877616,0.0005626584,0.008316758,0.0001336303,0.0007780446,0.0005610009,0.0007651295,0.0003195101,0.0008017163],"genre_scores_gemma":[0.9987747,0.0001887892,0.0002618367,0.00000476292,0.0001727358,0.0000644687,0.00003559039,0.0000374548,0.0004596497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4427941,"threshold_uncertainty_score":0.8967913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003481284986046,"score_gpt":0.2314002978525284,"score_spread":0.201365485002668,"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."}}