{"id":"W4287448566","doi":"10.1016/j.compchemeng.2022.107939","title":"A methodology to assess human-automated system conflict from safety perspective","year":2022,"lang":"en","type":"article","venue":"Computers & Chemical Engineering","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada Excellence Research Chairs, Government of Canada; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Risk analysis (engineering); Automation; Perspective (graphical); Computer science; Process (computing); Conflict analysis; Conflict resolution; Engineering; Computer security; Operations research; Business; Artificial intelligence; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005620252,0.001488671,0.0008181865,0.005282396,0.0009078606,0.002462266,0.001576567,0.001425139,0.003132007],"category_scores_gemma":[0.01586299,0.0004168098,0.001212181,0.001736968,0.001590374,0.00263874,0.00229581,0.001002436,0.0005987518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139253,"about_ca_system_score_gemma":0.002749592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00208553,"about_ca_topic_score_gemma":0.001588671,"domain_scores_codex":[0.9932665,0.002230253,0.0005406816,0.0009140337,0.00263759,0.0004109586],"domain_scores_gemma":[0.9847249,0.00757352,0.002677211,0.001554377,0.003071173,0.0003988584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007169077,0.00115452,0.05928551,0.000754747,0.000949044,0.0005579424,0.001129488,0.3074622,0.04802155,0.1120626,0.003186024,0.4647196],"study_design_scores_gemma":[0.00005894798,0.00122599,0.006080004,0.00006981743,0.0001891247,0.0005020603,0.0005173874,0.9254745,0.01815418,0.04300341,0.004630932,0.0000937234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0174442,0.000094295,0.9784879,0.00006600114,0.00003249419,0.0003251287,0.0001392762,0.0005273265,0.002883426],"genre_scores_gemma":[0.442418,0.00008703382,0.5549688,0.0000864127,0.0000452096,0.0005942013,0.0002951078,0.00006566062,0.001439602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005620252,"threshold_uncertainty_score":0.02972311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04297276648070701,"score_gpt":0.2675510283637392,"score_spread":0.2245782618830321,"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."}}