{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008759311,0.00017693,0.0001473125,0.000112476,0.0002103487,0.0001400766,0.0001357496,0.0002995633,0.0004823634],"category_scores_gemma":[7.227051e-7,0.0001815193,0.0001119789,0.0005502291,0.00001978125,0.0002876649,4.484174e-7,0.0008214069,0.0009679626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299408,"about_ca_system_score_gemma":0.00003425468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002754125,"about_ca_topic_score_gemma":0.00000707356,"domain_scores_codex":[0.999041,0.00002045762,0.0003237329,0.0002442646,0.000162631,0.0002079497],"domain_scores_gemma":[0.9994028,0.0001130341,0.00001627997,0.000353283,0.00002641204,0.00008816551],"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":[0.000006663463,0.00004722371,0.000002388063,0.00006654255,0.0001445132,0.000002432487,0.0002787651,0.9070327,0.007565891,0.00362831,0.001077091,0.08014747],"study_design_scores_gemma":[0.0004680827,0.00002306254,0.00005933002,0.0001432704,0.0001059744,0.00003656461,0.0003159639,0.6153438,0.009346263,0.0009833567,0.3726924,0.0004819151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001703028,0.0001440242,0.952889,0.0003804983,0.0005906317,0.0005048547,0.00006146485,0.001469305,0.04225723],"genre_scores_gemma":[0.9970993,0.00004269104,0.0002607041,0.0000673125,0.0002523769,0.0002720758,0.000008118368,0.00005215387,0.001945308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9953963,"threshold_uncertainty_score":0.9998099,"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."}}