{"id":"W3096831210","doi":"10.1097/brs.0000000000003766","title":"Development and Validation of a Multidomain Surgical Complication Classification System for Adult Spinal Deformity","year":2020,"lang":"en","type":"article","venue":"Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Deformity; Complication; Spinal deformity; Surgery; Surgical complication; Repeatability; Rachis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05957218,0.0005780923,0.0005976257,0.002541714,0.0007297696,0.001195427,0.001294721,0.001023861,0.001307892],"category_scores_gemma":[0.08858609,0.0004174536,0.001127387,0.00158162,0.0008748627,0.00134111,0.001616893,0.0007553487,0.0003932741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291189,"about_ca_system_score_gemma":0.00331728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001687891,"about_ca_topic_score_gemma":0.00232798,"domain_scores_codex":[0.9717473,0.01601499,0.003869256,0.002571167,0.005190184,0.0006070779],"domain_scores_gemma":[0.8877521,0.04627546,0.01949745,0.01072188,0.03419762,0.001555537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007135307,0.0005964092,0.9756536,0.0001256002,0.0001262344,0.00005863416,0.0008783058,0.0006624981,0.0005780255,0.00009939272,0.0004155182,0.02009217],"study_design_scores_gemma":[0.0002125275,0.002972119,0.9872749,0.0001157099,0.0001221274,0.0002992957,0.000946062,0.005818331,0.00103769,0.0001291113,0.001033523,0.00003869126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9840264,0.0001094598,0.01071992,0.0000609392,0.00003927719,0.003770606,0.000542482,0.00004279038,0.0006881062],"genre_scores_gemma":[0.9728171,0.00006728873,0.0203666,0.00006812881,0.00002080859,0.005229658,0.001237753,0.00001636668,0.0001764167],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05957218,"threshold_uncertainty_score":0.3150516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07795148820749666,"score_gpt":0.3259584964582046,"score_spread":0.248007008250708,"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."}}