{"id":"W4387036521","doi":"10.1016/j.semss.2023.101064","title":"Complications in adult spinal deformity: Current concepts","year":2023,"lang":"en","type":"article","venue":"Seminars in Spine Surgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Spinal deformity; Complication; Deformity; Risk stratification; Surgery; Surgical complication; Intensive care medicine; Spinal surgery; Internal medicine","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":[0.000314819,0.0001588807,0.0004126781,0.0005866981,0.00003679059,0.00001067129,0.00006091289,0.00006073463,0.00003595564],"category_scores_gemma":[0.0003096082,0.0001436915,0.0001360209,0.001314589,0.00006453728,0.00006270422,0.00005134501,0.0001841337,0.0002202548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000209555,"about_ca_system_score_gemma":0.0001256576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028766,"about_ca_topic_score_gemma":0.0001170363,"domain_scores_codex":[0.998594,0.00003380482,0.0004432334,0.0003122831,0.0002401168,0.0003766015],"domain_scores_gemma":[0.9992914,0.0001348122,0.00007277729,0.0003157909,0.0000700009,0.0001152237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003062117,0.0005767808,0.8470792,0.00008666664,0.00001259348,0.0001754438,0.0001062104,0.000008669365,0.00003758244,0.0003327311,0.008361795,0.1431917],"study_design_scores_gemma":[0.0006971547,0.00008348729,0.9908292,0.002663512,0.00001915428,0.00003752369,0.0001818611,0.000148874,0.0004798586,0.0001240609,0.00460129,0.0001339902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926749,0.002358706,0.000004144057,0.002986689,0.0004313759,0.0004106344,0.00001003224,0.00008896558,0.001034577],"genre_scores_gemma":[0.9946341,0.004201663,0.00009757501,0.0003559993,0.00008342413,0.0003975668,0.0001409262,0.00001971383,0.00006906016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.14375,"threshold_uncertainty_score":0.5859568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499475432909538,"score_gpt":0.3766668220416944,"score_spread":0.321672067712599,"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."}}