{"id":"W4303022300","doi":"10.1002/sys.21643","title":"Integration of systems design and risk management through model‐based systems development","year":2022,"lang":"en","type":"article","venue":"Systems Engineering","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Fault tree analysis; Failure mode and effects analysis; Reliability engineering; Dependability; Computer science; Risk management; Risk analysis (engineering); Hazard analysis; Hazard and operability study; Risk assessment; Engineering; Systems Modeling Language; Systems engineering; Unified Modeling Language; Software; Computer security","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00117797,0.0003270008,0.0004906669,0.0002565306,0.0001639513,0.00007390162,0.0002635464,0.00008333349,0.000001536639],"category_scores_gemma":[0.0000211016,0.0003451179,0.00005411613,0.0003909723,0.00001341728,0.0001061481,0.000085023,0.0002556472,0.000002434544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003354235,"about_ca_system_score_gemma":0.00002263545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063415,"about_ca_topic_score_gemma":3.190199e-7,"domain_scores_codex":[0.9980565,0.0001348435,0.0007616722,0.000308665,0.0003833647,0.0003549429],"domain_scores_gemma":[0.9990836,0.0002120234,0.0001453965,0.0004465964,0.0000489707,0.00006339036],"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":[0.00000408179,0.00001173179,0.00001488134,0.001418687,0.0001515002,0.00000285719,0.0003566553,0.9828659,0.005690231,0.009013388,0.0001680471,0.0003020001],"study_design_scores_gemma":[0.0002753536,0.00002586722,0.00004126895,0.0002364306,0.00004722503,0.00002376986,0.0008404853,0.9906142,0.00107684,0.00001007073,0.006469931,0.0003385458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02328963,0.006470744,0.9662134,0.000001785641,0.001509469,0.001380275,0.00003891515,0.0007443071,0.000351446],"genre_scores_gemma":[0.9044791,0.0001307808,0.09269994,9.411191e-7,0.00006090899,0.002405222,0.00002017225,0.00009394943,0.0001089632],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8811895,"threshold_uncertainty_score":0.9999001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237895981625117,"score_gpt":0.2392956884623138,"score_spread":0.1869167286460626,"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."}}