{"id":"W4399146291","doi":"10.1109/tia.2024.3406647","title":"Safety Through Switching Speed","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Industry Applications","topic":"Real-time simulation and control systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rockwell Automation (Canada)","funders":"","keywords":"Computer science; Electrical engineering; Engineering","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":[0.0009251429,0.000923211,0.0004110601,0.001883413,0.0006787578,0.00248574,0.0008428259,0.0009256551,0.01908764],"category_scores_gemma":[0.008176514,0.000402462,0.000432819,0.0007796821,0.001337635,0.00448194,0.001679156,0.001522326,0.003371645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007922914,"about_ca_system_score_gemma":0.0007080704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008709835,"about_ca_topic_score_gemma":0.0004188316,"domain_scores_codex":[0.998664,0.0001761196,0.00007583744,0.0002602544,0.0006025609,0.0002212056],"domain_scores_gemma":[0.995524,0.002242026,0.0006515137,0.000545928,0.0008076323,0.0002288894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006887714,0.0002372584,0.01113794,0.0008963667,0.00009347921,0.0002941621,0.0007255196,0.1440455,0.03470474,0.3752604,0.01011921,0.4217966],"study_design_scores_gemma":[0.0002877974,0.002564237,0.009824123,0.0006733136,0.0002931108,0.002673464,0.001181253,0.2361251,0.06083993,0.5139187,0.17135,0.000268878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.220087,0.01013394,0.45774,0.004231788,0.001740162,0.0003181332,0.0006756638,0.003620753,0.3014525],"genre_scores_gemma":[0.9461452,0.004138318,0.0256813,0.0004590054,0.0004820152,0.0001404206,0.0002740094,0.0005043174,0.02217531],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01908764,"threshold_uncertainty_score":0.06385452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550862593491863,"score_gpt":0.2580061399488995,"score_spread":0.2424975140139809,"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."}}