{"id":"W2160846111","doi":"10.1111/pan.12183","title":"Robust closed‐loop control of induction and maintenance of propofol anesthesia in children","year":2013,"lang":"en","type":"article","venue":"Pediatric Anesthesia","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Propofol; Anesthesia; Bolus (digestion); Remifentanil; Lidocaine; Interquartile range; Cannula; Population; Pharmacodynamics; Pharmacokinetics; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002897969,0.0002236938,0.0006337787,0.000302584,0.00003095977,0.00000779376,0.0001211174,0.0001788399,0.00009299455],"category_scores_gemma":[0.00007347912,0.0001782323,0.00008857717,0.0004617099,0.0001806912,0.0001810219,0.00001092831,0.000194028,0.00002466708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000313794,"about_ca_system_score_gemma":0.0001048921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003681891,"about_ca_topic_score_gemma":0.000001218044,"domain_scores_codex":[0.9983847,0.000112747,0.0005664556,0.0003273117,0.0003028703,0.0003059704],"domain_scores_gemma":[0.9989825,0.00007113643,0.0003364489,0.0002783944,0.0002061458,0.0001253848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133936,0.0002806846,0.9962918,0.0001292912,0.00002688604,0.00008351976,0.0001964495,0.00001458706,0.0004527072,0.0002319263,0.0003444647,0.001813727],"study_design_scores_gemma":[0.002364986,0.000437108,0.9940657,0.00003998027,0.0001678115,0.001919189,0.0001432649,0.0002561107,0.0002897831,0.0001059438,0.00004883064,0.0001613023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965837,0.0006278416,0.0001879272,0.001227729,0.000006880004,0.001247633,7.608693e-7,0.00002568668,0.00009182509],"genre_scores_gemma":[0.9983026,0.0003230223,0.0006348995,0.0002501631,0.0001197415,0.00005817255,0.00001146794,0.00002905177,0.0002708722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00223105,"threshold_uncertainty_score":0.72681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231238990941463,"score_gpt":0.2146336856845598,"score_spread":0.2023212957751451,"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."}}