{"id":"W3185356569","doi":"10.1115/ipg2021-65935","title":"Pipeline Geohazard Target Susceptibility Threshold – A Reliability-Based Rationalization","year":2021,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geohazard; Reliability (semiconductor); Containment (computer programming); Pipeline (software); Geology; Reliability engineering; Forensic engineering; Computer science; Seismology; Engineering; Landslide; Power (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007592115,0.001353043,0.0006965499,0.003600418,0.0007190864,0.002502231,0.002153782,0.001332516,0.003352064],"category_scores_gemma":[0.01618468,0.0004769088,0.0008476353,0.0005803364,0.002618651,0.002792581,0.001888482,0.001493201,0.000592545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003010346,"about_ca_system_score_gemma":0.003831166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004678706,"about_ca_topic_score_gemma":0.003942754,"domain_scores_codex":[0.992405,0.002042429,0.0003057219,0.0006324469,0.004108827,0.0005056544],"domain_scores_gemma":[0.9891427,0.004088085,0.001393151,0.0009770731,0.004115548,0.0002833704],"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":[0.0001679727,0.0002903189,0.006213738,0.0002306728,0.00007686473,0.0003079372,0.000505088,0.7112943,0.0228285,0.2057901,0.003005191,0.0492893],"study_design_scores_gemma":[0.00003478259,0.000506188,0.003391919,0.0001229185,0.00004494968,0.0001978635,0.0003739115,0.8476982,0.01630535,0.1264284,0.004815502,0.00008007479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08399966,0.0002413571,0.8735003,0.002016979,0.00005477491,0.0006024772,0.0002033928,0.0007337536,0.03864736],"genre_scores_gemma":[0.9082646,0.00008301654,0.08891664,0.000161152,0.00003427994,0.0002780442,0.00009490783,0.00005670298,0.002110627],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007592115,"threshold_uncertainty_score":0.04015142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092287763879897,"score_gpt":0.2296965816737069,"score_spread":0.2187737040349079,"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."}}