{"id":"W4412121624","doi":"10.1177/21925682231202376","title":"The Association Between Comorbidities and Medical Complications for Adult Spinal Deformity Surgery: What Factors Have the Greatest Impact on Adverse Events and Outcomes?","year":2025,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Odds ratio; Complication; Spinal deformity; Surgery; Comorbidity; Malnutrition; Weight loss; Risk factor; Deformity; Internal medicine; Adverse effect; Obesity","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":[0.009538667,0.001301439,0.006270024,0.01023034,0.0006059709,0.002641883,0.001515343,0.001490948,0.005779553],"category_scores_gemma":[0.02872934,0.0007555673,0.00510633,0.009649515,0.00108051,0.002656953,0.001138656,0.0007843549,0.0003951337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001940102,"about_ca_system_score_gemma":0.006806674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422048,"about_ca_topic_score_gemma":0.006797252,"domain_scores_codex":[0.9918596,0.001783309,0.003705437,0.0007171964,0.001674421,0.0002600205],"domain_scores_gemma":[0.9779342,0.01102287,0.008499055,0.0003964835,0.001879029,0.000268365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0003808589,0.00005267951,0.01051395,0.9276208,0.009316545,0.0003224458,0.0001989589,0.000110612,0.0002752005,0.0003496206,0.001509385,0.04934895],"study_design_scores_gemma":[0.0005776317,0.0006941636,0.04850024,0.8000782,0.1124092,0.002872649,0.0007498504,0.0002453764,0.0004877283,0.001239013,0.03202357,0.0001224994],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002716926,0.9950024,0.0002049749,0.0004307781,0.0001892325,0.0005260631,0.0005915691,0.000005548433,0.0003324623],"genre_scores_gemma":[0.03090847,0.9635981,0.0008962079,0.001600379,0.0005523515,0.001573286,0.0005957519,0.000006351848,0.0002691448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01023034,"threshold_uncertainty_score":0.05044591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03054810838560279,"score_gpt":0.3672308440143593,"score_spread":0.3366827356287565,"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."}}