{"id":"W2799917506","doi":"10.1186/s40463-018-0269-8","title":"Predicting complications of major head and neck oncological surgery: An evaluation of the ACS NSQIP surgical risk calculator","year":2018,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Brier score; Calculator; Surgery; Population; Referral; Receiver operating characteristic; General surgery; Internal medicine; Statistics; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00652021,0.0004694011,0.0004536828,0.002061754,0.0003055286,0.001020276,0.0007539651,0.0002833863,0.0007929006],"category_scores_gemma":[0.03369689,0.0001898598,0.0006215285,0.001548938,0.000254676,0.0006891332,0.0008562901,0.0004775822,0.0001546787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367291,"about_ca_system_score_gemma":0.002394168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02034528,"about_ca_topic_score_gemma":0.01963593,"domain_scores_codex":[0.9970906,0.0009353751,0.0004633468,0.0002142982,0.001150938,0.0001454638],"domain_scores_gemma":[0.9842798,0.007671234,0.004022826,0.0004383584,0.002830932,0.000756793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001591369,0.0000485317,0.9873098,0.00002052136,0.00006413135,0.00001339834,0.00003995903,0.0007494327,0.00002168012,0.0000427714,0.0004474721,0.01108319],"study_design_scores_gemma":[0.00006866996,0.0004359778,0.9623734,0.00005178649,0.0001175601,0.0001789346,0.0002030778,0.03491388,0.0002629047,0.0001909419,0.001179303,0.00002354159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940303,0.0004426205,0.001924154,0.0002879632,0.00001976608,0.0002528478,0.001290928,0.00007664161,0.00167476],"genre_scores_gemma":[0.9919497,0.000206843,0.005953652,0.00006212791,0.00001706777,0.0001114193,0.001534912,0.000009142184,0.0001552757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02034528,"threshold_uncertainty_score":0.04045367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538263115641477,"score_gpt":0.3345180221393841,"score_spread":0.2791353909829694,"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."}}