{"id":"W4406312905","doi":"10.1186/s13741-024-00489-2","title":"Preoperative risk assessment and optimization integrating surgical and anesthetic principles and practices: a national survey for internists","year":2025,"lang":"en","type":"article","venue":"Perioperative Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre Integre de Sante et de Services Sociaux de Laval; McGill University Health Centre","funders":"","keywords":"Medicine; Perioperative; Guideline; Risk assessment; Anesthetic; Intensive care medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001788074,0.0002287282,0.0007274395,0.0001359297,0.0002550928,0.00008553001,0.0000353247,0.00008598152,0.00004302937],"category_scores_gemma":[0.004843927,0.0001459105,0.00004751665,0.0001589434,0.000458122,0.000153472,0.00005008882,0.0002304184,2.595852e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000829055,"about_ca_system_score_gemma":0.0002454598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001830718,"about_ca_topic_score_gemma":0.000175182,"domain_scores_codex":[0.9983123,0.0004507996,0.0003796439,0.0004315806,0.0002639644,0.000161701],"domain_scores_gemma":[0.995589,0.003436032,0.0001807532,0.00009991258,0.0005581558,0.000136129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009793901,0.0001345563,0.9501125,0.0003155348,0.0003428835,0.00005375215,0.005223302,0.0001756624,0.0001340546,0.03911066,0.00006877565,0.003348879],"study_design_scores_gemma":[0.008734424,0.001576714,0.863031,0.0008462476,0.0004530832,0.000663501,0.004139394,0.09866183,0.00005057741,0.00004680391,0.02148233,0.0003140751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950878,0.004256087,0.01739253,0.01386914,0.0001194362,0.001949185,0.00004082275,0.00005257154,0.01144218],"genre_scores_gemma":[0.984253,0.001836058,0.009511494,0.0005335106,0.0001218452,0.0001700854,0.000141912,0.00001696545,0.003415078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09848616,"threshold_uncertainty_score":0.5950056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06211765148522053,"score_gpt":0.418314835494344,"score_spread":0.3561971840091235,"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."}}