{"id":"W4385710491","doi":"10.1109/dsn58367.2023.00014","title":"Keynotes","year":2023,"lang":"en","type":"article","venue":"","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Automotive industry; Autonomy; Aerospace; Computer science; Focus (optics); Scalability; Software; Engineering management; Software engineering; Systems engineering; Risk analysis (engineering); Engineering; Business; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000483812,0.00005486454,0.00005479279,0.00007358773,0.000009221524,0.000008607078,0.00006272361,0.00002564066,0.00009607652],"category_scores_gemma":[0.000007944896,0.00005428938,0.00001975423,0.0002491424,0.00000371281,0.00003476099,0.00001013454,0.00003620696,0.003588315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809992,"about_ca_system_score_gemma":0.000002079531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002495029,"about_ca_topic_score_gemma":5.692219e-7,"domain_scores_codex":[0.9996887,0.000001571754,0.00007490216,0.00004951584,0.00004846515,0.0001368231],"domain_scores_gemma":[0.9998128,0.00003195661,0.000001988651,0.0001215717,0.000004425194,0.00002725518],"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":[3.570028e-7,0.000002114691,0.0008973735,0.0001094718,0.00004766285,0.00001474225,0.0002032114,0.8766937,0.01050235,0.008064037,0.09415223,0.009312758],"study_design_scores_gemma":[0.0001074651,0.000004188048,0.01246562,0.00001349678,0.000002172593,0.000005781058,0.00003834637,0.6584451,0.007056774,0.0001555017,0.3214997,0.0002058706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2108097,0.0002932047,0.0817786,0.0003222664,0.004605435,0.000316259,0.000006831944,0.04698655,0.6548812],"genre_scores_gemma":[0.9967408,0.000009413824,0.0007557755,0.000009331669,0.00007873169,0.00001633449,0.000003201423,0.00002777862,0.002358672],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7859311,"threshold_uncertainty_score":0.9971875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007329905727976306,"score_gpt":0.1748006886301625,"score_spread":0.1674707829021862,"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."}}