{"id":"W4309154333","doi":"10.1061/9780784484432.076","title":"Next Generation Hazard Resilient Infrastructure","year":2022,"lang":"en","type":"article","venue":"Lifelines 2022","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Pipeline transport; Hazard; Resilience (materials science); Electrical conduit; Engineering; Geotechnical engineering; Structural engineering; Civil engineering; Computer science; Mechanical engineering; Materials science","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":[0.00008330567,0.0001496435,0.0001325998,0.00009186134,0.0001922926,0.00004288784,0.0001960299,0.0000525404,0.0004742277],"category_scores_gemma":[0.00002931048,0.0001545127,0.00006340341,0.0002706219,0.00001219331,0.00006768925,0.00009810564,0.0004068213,0.000008891247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000953196,"about_ca_system_score_gemma":0.00001629699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006674105,"about_ca_topic_score_gemma":0.000006265349,"domain_scores_codex":[0.9991059,0.00002460874,0.0002082759,0.0001749097,0.0002691908,0.0002171423],"domain_scores_gemma":[0.999624,0.00001922,0.00001840782,0.0002544064,0.00001750513,0.00006644219],"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":[0.000003084341,0.000004495927,0.00002866609,0.00001335508,0.00001415016,0.000005450168,0.00004796355,0.9149923,0.02617522,0.0004865254,0.05447198,0.003756759],"study_design_scores_gemma":[0.0001906973,0.00004421845,0.0009589737,0.000002109384,0.0000114208,0.00004176298,0.00009739908,0.635154,0.0007066234,0.0007661632,0.3617722,0.0002544674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589623,0.003565001,0.02611073,0.0007086205,0.006659939,0.0003138955,0.00009211613,0.00198036,0.001607019],"genre_scores_gemma":[0.996673,0.00006046869,0.001120002,0.0001817332,0.001251272,0.00006680919,0.0001021525,0.00003829941,0.0005062912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3073002,"threshold_uncertainty_score":0.6300843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214394655663495,"score_gpt":0.2084484876144282,"score_spread":0.1963045410577932,"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."}}