{"id":"W4240815986","doi":"10.1520/stp11327s","title":"Fuzzy Probabilistic Assessment of Aging Aircraft Structures Subjected to Multiple Site Fatigue Damage","year":2005,"lang":"en","type":"book-chapter","venue":"","topic":"Probabilistic and Robust Engineering Design","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Martec (Canada)","funders":"","keywords":"Probabilistic logic; Structural engineering; Fuzzy logic; Forensic engineering; Computer science; Reliability engineering; Engineering; Artificial intelligence","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":[0.0004531496,0.0005115765,0.0004109906,0.0006994978,0.0001790954,0.000650993,0.0008802325,0.0005205743,0.001569248],"category_scores_gemma":[0.0008688747,0.0002271378,0.0004797063,0.0003931204,0.000338552,0.0006829193,0.0003617728,0.0003544409,0.0003130453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423865,"about_ca_system_score_gemma":0.0002918466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001042245,"about_ca_topic_score_gemma":0.001051881,"domain_scores_codex":[0.9998299,0.00002995555,0.000006291283,0.00002696389,0.00009934284,0.000007520601],"domain_scores_gemma":[0.9998062,0.0001071125,0.00001679172,0.00001288392,0.00005001016,0.000006986374],"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":[0.00003920415,0.00002246477,0.0004320767,0.0001375065,0.00003110242,0.000172295,0.0001051788,0.7500179,0.01663963,0.05963714,0.002199522,0.1705659],"study_design_scores_gemma":[0.000002293084,0.00003488361,0.0004080932,0.00002411759,0.00001110233,0.00009710059,0.00001867956,0.9672076,0.002527976,0.02637355,0.003280644,0.00001388518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01034619,0.0006645459,0.9821649,0.00009086155,0.00002077917,0.00002075406,0.00004515039,0.0001389651,0.006507838],"genre_scores_gemma":[0.5183263,0.00236595,0.4612096,0.00008230875,0.00008442715,0.0001058515,0.0002190425,0.00007344699,0.01753307],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001569248,"threshold_uncertainty_score":0.005249619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08223787837131451,"score_gpt":0.3436587349414358,"score_spread":0.2614208565701213,"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."}}