{"id":"W4285671887","doi":"10.1109/tr.2020.2988795","title":"IEEE Reliability Society","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Reliability","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Singapore Management University; Universidade de São Paulo; National Chiao Tung University; Xidian University; Sichuan University; Universidad de Murcia; University of Alberta; Harbin Engineering University; Northwestern Polytechnical University; Queen's University; Shanghai Educational Development Foundation; Centre National de la Recherche Scientifique; Chinese Academy of Sciences; National University of Singapore; Northwestern University; Arizona State University; Nanjing University; Southern Methodist University; University of Hong Kong; TU Graz, Internationale Beziehungen und Mobilitätsprogramme","keywords":"Reliability engineering; Reliability theory; Reliability (semiconductor); Computer science; Engineering; Failure rate; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003471668,0.0003680041,0.000401983,0.00003732436,0.000121202,0.00003274583,0.0003090482,0.0002533036,0.0001769326],"category_scores_gemma":[0.00002307849,0.0003913933,0.00045191,0.0004787021,0.0001040432,0.0002013199,0.000001002103,0.0007716041,0.0003265227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004110448,"about_ca_system_score_gemma":0.00004930473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002933171,"about_ca_topic_score_gemma":0.000003047732,"domain_scores_codex":[0.9980496,0.00005881235,0.0005756176,0.0005688142,0.0003176089,0.0004295359],"domain_scores_gemma":[0.9985185,0.0002293572,0.00003395195,0.0008311783,0.00008096029,0.000306017],"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":[0.000018667,0.00007185141,0.00005279589,0.0003505906,0.00005482805,0.000001354049,0.0005498047,0.9907076,0.003157509,0.000007319031,0.001989454,0.003038233],"study_design_scores_gemma":[0.0008181449,0.0001574771,0.001792747,0.00005406132,0.00007361181,0.000006750676,0.0001075699,0.897475,0.07247751,0.00008189722,0.02611315,0.0008420795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09052806,0.00003826963,0.9004859,0.0007728211,0.002364285,0.0005965973,0.00009258473,0.002912904,0.00220862],"genre_scores_gemma":[0.9941465,0.00003607425,0.005123927,0.0002606394,0.0001605848,0.0001351756,0.000002298834,0.00006805181,0.00006680119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9036184,"threshold_uncertainty_score":0.9998538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310798237498343,"score_gpt":0.2036291652535712,"score_spread":0.1905211828785877,"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."}}