{"id":"W4308643076","doi":"10.1145/3540250.3569443","title":"On safety, assurance, and reliability: a software engineering perspective (keynote)","year":2022,"lang":"en","type":"article","venue":"Proceedings of the 30th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Compliance (psychology); Software security assurance; Reliability (semiconductor); Computer science; Computer security; Risk analysis (engineering); Quality assurance; Judgement; Safety assurance; Software; Key (lock); Engineering; Engineering management; Business; Information security; Political science; Operations management; Law; Psychology; Security service","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":[0.01289883,0.001918196,0.001103758,0.006037347,0.004556295,0.009973573,0.002248039,0.01200327,0.007980883],"category_scores_gemma":[0.0201329,0.001086644,0.001307676,0.003349381,0.03876687,0.01797687,0.005983576,0.01294846,0.001522786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007635378,"about_ca_system_score_gemma":0.003627429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004577096,"about_ca_topic_score_gemma":0.004274322,"domain_scores_codex":[0.9885916,0.006329544,0.0006465373,0.0009625182,0.002777092,0.0006927194],"domain_scores_gemma":[0.9669803,0.02766399,0.001126203,0.001547665,0.002111802,0.0005700527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008702551,0.00001299045,0.00007711721,0.00009580071,0.00001240105,0.00008634206,0.0005181566,0.00125423,0.00008496673,0.983411,0.006960923,0.007477258],"study_design_scores_gemma":[0.000007182814,0.00001820675,0.00007551962,0.0002755647,0.00000972557,0.0000616084,0.0001821373,0.001085049,0.00009581306,0.9688575,0.02931744,0.00001430671],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.006259528,0.1167842,0.4148184,0.2533788,0.006173406,0.0001540354,0.0001339746,0.000321041,0.2019766],"genre_scores_gemma":[0.517897,0.1287869,0.1885246,0.06475132,0.0230601,0.001360363,0.0001888209,0.0006087275,0.07482217],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01289883,"threshold_uncertainty_score":0.06821638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094023837382824,"score_gpt":0.1910004434926718,"score_spread":0.1800602051188435,"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."}}