{"id":"W1924993691","doi":"10.1109/iolts.2015.7229818","title":"Efficient multilevel formal analysis and estimation of design vulnerability to Single Event Transients","year":2015,"lang":"en","type":"article","venue":"","topic":"Radiation Effects in Electronics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Polytechnique Montréal","funders":"","keywords":"Computer science; Soft error; Abstraction; Probabilistic logic; Event (particle physics); Set (abstract data type); Algorithm; Process (computing); Abstraction layer; Computer engineering; Reliability engineering; Electronic engineering; Artificial intelligence; Software; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004746455,0.00007541587,0.0001362009,0.0001494329,0.00001633973,0.000008461044,0.00004483563,0.00003325216,0.000007717786],"category_scores_gemma":[0.00009816862,0.00007144664,0.00003322485,0.000335878,0.0000105246,0.00005311212,0.000006799638,0.00004040764,0.000003283353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488118,"about_ca_system_score_gemma":0.00001381842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001839288,"about_ca_topic_score_gemma":0.00001433393,"domain_scores_codex":[0.9993635,0.00003733342,0.0001866051,0.00009965935,0.0001589506,0.0001539626],"domain_scores_gemma":[0.999636,0.00007637994,0.00001777073,0.0001279551,0.00004690165,0.00009500026],"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":[0.000009898132,0.00004423583,0.00007021433,0.0000150996,0.00005784374,7.265572e-8,0.0005722342,0.9704797,0.001175559,0.0000318747,0.00002103701,0.02752222],"study_design_scores_gemma":[0.0002392608,0.0001014177,0.005586039,0.0000026524,0.00006920958,3.69732e-7,0.00001367,0.9695135,0.02436082,0.00003388877,0.000006521034,0.00007264845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.472682,0.00001557332,0.5270262,0.000006189259,0.00002781786,0.000129641,0.000001733397,0.00003799597,0.00007277343],"genre_scores_gemma":[0.9596825,2.425436e-7,0.04027523,0.000007012055,0.000004321466,0.00001201763,0.000003280499,0.000007377136,0.000008029269],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4870005,"threshold_uncertainty_score":0.2913509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974207589367665,"score_gpt":0.2569804307877708,"score_spread":0.2372383548940941,"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."}}