{"id":"W3094670355","doi":"10.3390/jcm9113491","title":"Frailty Is a Better Predictor than Age of Mortality and Perioperative Complications after Surgery for Degenerative Cervical Myelopathy: An Analysis of 41,369 Patients from the NSQIP Database 2010–2018","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"Neurosurgery Research and Education Foundation","keywords":"Medicine; Perioperative; Frailty Index; Univariate analysis; Adverse effect; Emergency medicine; Surgery; Internal medicine; Multivariate analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.001505731,0.0002201651,0.001955961,0.0001120191,0.00006126721,0.000009597027,0.0002172281,0.000152667,0.0005723363],"category_scores_gemma":[0.004030655,0.0001183045,0.0005265729,0.0004674446,0.0007043977,0.0001548183,0.00009878332,0.0004959402,0.000001224099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001686583,"about_ca_system_score_gemma":0.0001769465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001793249,"about_ca_topic_score_gemma":0.0001415376,"domain_scores_codex":[0.9957772,0.0004225803,0.002526191,0.0003646881,0.0007301056,0.0001791863],"domain_scores_gemma":[0.9938419,0.00289146,0.001161981,0.0004679249,0.001014621,0.0006221098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002438972,0.000594358,0.9843411,0.0001097735,0.001693265,0.00002252248,0.003023643,0.000001287663,0.0004001503,0.00001866603,0.001078543,0.006277754],"study_design_scores_gemma":[0.00244519,0.001804131,0.9866675,0.0002898922,0.004496061,0.000002468772,0.0004234781,0.002114173,0.0001933108,0.00009068623,0.00136876,0.0001044144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685541,0.0004490602,0.004485676,0.02437589,0.000248055,0.0004182565,0.001424895,0.000005833962,0.00003826774],"genre_scores_gemma":[0.985382,0.0002475337,0.001527013,0.01088933,0.001396312,0.00001634648,0.0005137265,0.00001682921,0.00001086191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01682798,"threshold_uncertainty_score":0.626668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073563699051381,"score_gpt":0.4242336925225737,"score_spread":0.2168773226174356,"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."}}