{"id":"W4390819365","doi":"10.1213/ane.0000000000006835","title":"Robotic Anesthesia: A Vision for 2050","year":2024,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Sedation; Anesthesia; Medicine; Intubation; Robot; Variety (cybernetics); Drug administration; Anesthetic; Intensive care medicine; Computer science; Artificial intelligence; Pharmacology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004481833,0.0004281549,0.0006665817,0.0003564108,0.0001922663,0.0001482835,0.0002189173,0.0002527353,0.0002365405],"category_scores_gemma":[0.00003906743,0.0003419456,0.0004994535,0.0006168253,0.0001447739,0.0002820262,0.00001347381,0.0002623893,0.0007386899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001103976,"about_ca_system_score_gemma":0.0001773958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003603659,"about_ca_topic_score_gemma":0.000002928013,"domain_scores_codex":[0.9975829,0.00008698513,0.0004722532,0.0007612601,0.0004726485,0.0006239249],"domain_scores_gemma":[0.9986572,0.0002438641,0.0000745468,0.0005416788,0.0001605506,0.0003221063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004056026,0.003099257,0.05186867,0.006520525,0.002367852,0.1043494,0.004533747,0.0002151725,0.02608908,0.1675218,0.5319158,0.09746269],"study_design_scores_gemma":[0.001954541,0.002851899,0.1481868,0.001214869,0.001395351,0.02421576,0.0003614526,0.01602532,0.001426662,0.002524879,0.7988263,0.001016129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032554,0.008292411,0.008459304,0.07318348,0.0001363669,0.002955376,0.000002045405,0.001244212,0.00247138],"genre_scores_gemma":[0.9807695,0.0002193093,0.00310114,0.004707356,0.0004739623,0.0001692813,0.000196993,0.0001544169,0.01020808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2669105,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02173615250144888,"score_gpt":0.3103064731171538,"score_spread":0.2885703206157049,"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."}}