{"id":"W2230823150","doi":"10.1109/embc.2015.7318397","title":"Safety-preserving closed-loop control of anesthesia","year":2015,"lang":"en","type":"article","venue":"","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Controller (irrigation); Control theory (sociology); Trajectory; Control (management); Set (abstract data type); Computer science; Control system; Loop (graph theory); Automatic control; Control engineering; Mathematics; Engineering; Artificial intelligence; Physics","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":[0.0006164009,0.0004379362,0.0002755483,0.0001976217,0.0002791561,0.0006369675,0.0005018741,0.0003001372,0.000927484],"category_scores_gemma":[0.002007958,0.0001120595,0.0003249646,0.0001426537,0.0007635226,0.0005128789,0.0006790934,0.0006313277,0.0001648374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194402,"about_ca_system_score_gemma":0.000662647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00085041,"about_ca_topic_score_gemma":0.0005199376,"domain_scores_codex":[0.9995524,0.00009705174,0.00002431348,0.00007420919,0.0002073065,0.00004470057],"domain_scores_gemma":[0.9992101,0.0003529216,0.0001334078,0.00008585073,0.0001940817,0.00002361181],"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":[0.0004353852,0.0001262909,0.0007312855,0.0004389948,0.00005329724,0.0004669576,0.0008518228,0.5155176,0.1100217,0.1555348,0.00125432,0.2145675],"study_design_scores_gemma":[0.00005029597,0.0009580969,0.0005363123,0.00004491435,0.00002654709,0.0001506342,0.00007152297,0.9143412,0.03136535,0.04747412,0.004953016,0.00002797073],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02036696,0.0001957029,0.9756713,0.0001027913,0.00005066883,0.0000298156,0.0000148561,0.0003063758,0.003261526],"genre_scores_gemma":[0.966642,0.0002517461,0.0315126,0.00006885317,0.00003929122,0.0000461678,0.00002385445,0.00002584154,0.001389749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.000927484,"threshold_uncertainty_score":0.003259897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03737592814828188,"score_gpt":0.285478010402566,"score_spread":0.2481020822542841,"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."}}