{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002871544,0.000178767,0.0002515599,0.00006006166,0.00009211103,0.00006196548,0.0001215132,0.0001715225,0.005573072],"category_scores_gemma":[0.0002348489,0.000154812,0.0002137426,0.0005454599,0.00007973281,0.0001642364,0.00002501039,0.0002474439,0.00007658339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000128865,"about_ca_system_score_gemma":0.0000830843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003997078,"about_ca_topic_score_gemma":0.0002856226,"domain_scores_codex":[0.9986908,0.00006096452,0.0004037721,0.000347994,0.0002774276,0.0002190435],"domain_scores_gemma":[0.9988507,0.0001109591,0.0000230277,0.0005221927,0.0004028685,0.0000902516],"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":[0.00001513414,0.00008702918,0.009998956,0.0002004133,0.00004747675,0.00000718413,0.00006185977,0.9644293,0.008858465,0.004251362,0.01148676,0.0005561109],"study_design_scores_gemma":[0.0002701943,0.00001161724,0.002648015,0.00001341017,0.00004043676,0.000004087412,0.00007529792,0.8980315,0.0782979,0.0124444,0.007905855,0.0002572276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5711886,0.0004197988,0.398622,0.00319249,0.0008303387,0.0003176962,0.00007317825,0.001218733,0.02413714],"genre_scores_gemma":[0.9810447,0.000023341,0.01644584,0.0004033968,0.0001179319,0.00001276458,0.0004156966,0.00001838503,0.001517986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409856,"threshold_uncertainty_score":0.995336,"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."}}