{"id":"W2075882712","doi":"10.1115/detc2005-84495","title":"Reliability Assessment Based on the Concept of Failure Surface Frontier","year":2005,"lang":"en","type":"article","venue":"","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Reliability (semiconductor); Discriminative model; Limit (mathematics); Reliability engineering; Surface (topology); Quadratic equation; Point (geometry); Limit state design; Computer science; Set (abstract data type); Sampling (signal processing); Mathematical optimization; Mathematics; Engineering; Machine learning; Structural engineering; Power (physics)","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":[0.002918839,0.0008258629,0.001476513,0.002869957,0.0004384356,0.001389598,0.0009281363,0.0008960215,0.0009566233],"category_scores_gemma":[0.009823537,0.0002964948,0.0007414494,0.00109056,0.001818407,0.003370887,0.001383561,0.001014979,0.000216328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009099516,"about_ca_system_score_gemma":0.0004893058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049524,"about_ca_topic_score_gemma":0.0003362201,"domain_scores_codex":[0.9984133,0.0005586111,0.00006337113,0.0002216974,0.0006375029,0.0001055821],"domain_scores_gemma":[0.9952899,0.003369656,0.0003009783,0.0002532991,0.0006866799,0.0000993939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009759174,0.00002961495,0.00222843,0.0001504937,0.00005285582,0.0000896493,0.000183771,0.8072429,0.004467577,0.09912202,0.0007912238,0.08554389],"study_design_scores_gemma":[0.000005250106,0.00004769154,0.0006871634,0.00001573039,0.000008436075,0.00004694602,0.00002205599,0.9597021,0.0009181001,0.03782085,0.0007071234,0.00001859282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02147087,0.0005047019,0.9765664,0.0000966166,0.00001018061,0.00002124923,0.00003927072,0.0001178081,0.001172929],"genre_scores_gemma":[0.8626533,0.0008955348,0.1349983,0.00005608296,0.00007416675,0.0001330271,0.0002231036,0.00007505962,0.0008914643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002918839,"threshold_uncertainty_score":0.01543647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04674924658679216,"score_gpt":0.3207530085649596,"score_spread":0.2740037619781674,"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."}}