{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004108822,0.0002612974,0.0001164597,0.000395737,0.0002627216,0.000529594,0.0006286636,0.0003384026,0.00644867],"category_scores_gemma":[0.0004384397,0.00009921761,0.0001572979,0.0001749461,0.0003380637,0.001107124,0.001016171,0.0003104631,0.001070009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007320846,"about_ca_system_score_gemma":0.0007359641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723944,"about_ca_topic_score_gemma":0.003447968,"domain_scores_codex":[0.999745,0.0000369925,0.000005585416,0.00002283741,0.000114349,0.00007531845],"domain_scores_gemma":[0.9996924,0.00002516227,0.00003502794,0.00008358407,0.0001059498,0.0000578032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002913324,0.0002620516,0.0125219,0.0003494792,0.0000539209,0.001120521,0.0005029847,0.09620319,0.2066309,0.09010844,0.04382755,0.5481278],"study_design_scores_gemma":[0.00007623667,0.00248914,0.01664703,0.0001941476,0.00007053914,0.001805694,0.0007567517,0.1907357,0.1232868,0.02270125,0.6411188,0.0001179037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4949057,0.001706759,0.3048946,0.003185155,0.0003226288,0.0003941457,0.001200022,0.00542182,0.1879692],"genre_scores_gemma":[0.9179665,0.0007809451,0.05691537,0.0002031774,0.00002963224,0.000101617,0.000876642,0.00009690545,0.02302923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00644867,"threshold_uncertainty_score":0.02157289,"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."}}