{"id":"W4287265169","doi":"","title":"White Paper Machine Learning in Certified Systems","year":2021,"lang":"en","type":"report","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Adversarial Robustness in Machine Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"White (mutation); Certification; Computer science; Artificial intelligence; Chemistry; Management; Economics","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":[0.00764579,0.0008302705,0.0007463667,0.001190596,0.001445501,0.005747241,0.002019857,0.004124964,0.05172432],"category_scores_gemma":[0.02070468,0.0004953402,0.0007120907,0.00117298,0.002628032,0.007304794,0.003630973,0.004292115,0.01525665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002349111,"about_ca_system_score_gemma":0.00327288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375846,"about_ca_topic_score_gemma":0.001568714,"domain_scores_codex":[0.9943469,0.001782874,0.0001979493,0.001089621,0.002014011,0.0005685879],"domain_scores_gemma":[0.9857543,0.005931623,0.0006167595,0.004065491,0.002676925,0.0009549601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000159068,0.000112088,0.001090729,0.0003190869,0.00005440395,0.0002838043,0.0002089781,0.02274261,0.001371686,0.5193005,0.2522494,0.2021077],"study_design_scores_gemma":[0.00006312702,0.000106222,0.0008550523,0.0003921503,0.00002376048,0.0003904486,0.000164154,0.07326479,0.005736254,0.2644448,0.6545132,0.00004592532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02326523,0.01311616,0.4169695,0.1081954,0.01463899,0.0004555497,0.00193309,0.004342363,0.4170839],"genre_scores_gemma":[0.498076,0.01177132,0.1024809,0.01243332,0.007590659,0.0004913353,0.004045534,0.00212431,0.3609866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05172432,"threshold_uncertainty_score":0.1730351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100149919198258,"score_gpt":0.2475724866179397,"score_spread":0.2265709874259571,"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."}}