{"id":"W3118695107","doi":"10.1007/s12630-020-01842-x","title":"Guidelines to the Practice of Anesthesia – Revised Edition 2021","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Anesthesiologists' Society","funders":"","keywords":"Liability; Judgement; Subject (documents); American society of anesthesiologists; Medicine; Action (physics); Clinical Practice; Anesthesiology; Clinical judgement; Medical education; Anesthesia; Psychology; Family medicine; Political science; Law; Library science; Computer science","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":[0.004360472,0.0004802297,0.001715832,0.0007850773,0.0004927302,0.0002721882,0.000636347,0.0003015781,0.0007758152],"category_scores_gemma":[0.005995753,0.0003486916,0.00127155,0.001416909,0.000252702,0.0005121962,0.00001461315,0.001078431,0.00005672201],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000652542,"about_ca_system_score_gemma":0.009855009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467088,"about_ca_topic_score_gemma":0.001802075,"domain_scores_codex":[0.9945369,0.0006946506,0.002030296,0.0003655836,0.001377403,0.0009951623],"domain_scores_gemma":[0.9875543,0.0008283255,0.001177782,0.0007084855,0.0062541,0.003477011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0004399772,0.00008075144,0.002838757,0.00007640086,0.0003614765,0.9394947,0.001099619,0.0003408675,0.000151395,0.001717875,0.04623187,0.007166303],"study_design_scores_gemma":[0.0006943987,0.0005114974,0.003897006,0.0004144259,0.0004814468,0.5638421,0.001370877,0.000007581407,0.0002260664,0.00003339336,0.4283114,0.0002097912],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5519033,0.01069911,0.000156316,0.430275,0.0008532005,0.0006042232,0.000009467193,0.00001510819,0.005484265],"genre_scores_gemma":[0.957965,0.002061723,0.01040416,0.01108004,0.009363119,0.00001713784,0.00004220081,0.0002426308,0.008824012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4191949,"threshold_uncertainty_score":0.9998965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870104902023161,"score_gpt":0.2745211057330242,"score_spread":0.2558200567127926,"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."}}