{"id":"W4214591646","doi":"10.2196/32738","title":"The Case for the Anesthesiologist-Informaticist","year":2022,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health informatics; Subspecialty; Informatics; Perioperative; Medicine; Health care; Health information technology; Anesthesiology; Health Administration Informatics; Information technology; Information management; Information system; Clinical decision support system; Specialty; Health informatics tools; Nursing; Knowledge management; Decision support system; Computer science; Anesthesia; Engineering; Family medicine; Data mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02239989,0.0009288826,0.0008929933,0.002713428,0.011912,0.01080572,0.003572377,0.02065245,0.0125711],"category_scores_gemma":[0.05603409,0.0007576314,0.001041335,0.001774084,0.02032335,0.02258481,0.01310442,0.05091288,0.005386233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006511595,"about_ca_system_score_gemma":0.01787773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007901607,"about_ca_topic_score_gemma":0.01355672,"domain_scores_codex":[0.9715409,0.01367601,0.001531409,0.003535843,0.006394146,0.003321579],"domain_scores_gemma":[0.9387773,0.02476353,0.002690617,0.002874964,0.008800679,0.02209297],"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":[0.00005005602,0.000141647,0.003746008,0.0003766949,0.00002959765,0.005647146,0.008461015,0.00006703181,0.0002547704,0.07047103,0.849796,0.06095913],"study_design_scores_gemma":[0.00004201091,0.0000794425,0.001264877,0.001604237,0.00002795337,0.01682927,0.01498298,0.0001951504,0.0001239359,0.04169243,0.923071,0.00008673027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006654866,0.006606305,0.001865354,0.9718697,0.01186996,0.0000167486,0.00001352233,0.00006366082,0.007029351],"genre_scores_gemma":[0.04693691,0.01727181,0.009391208,0.8920699,0.02182366,0.0001282207,0.00004291355,0.0001251151,0.01221017],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02239989,"threshold_uncertainty_score":0.1184633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07007012895880481,"score_gpt":0.3853848462300203,"score_spread":0.3153147172712155,"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."}}