{"id":"W3198793139","doi":"10.1097/brs.0000000000004217","title":"Mechanical Complications in Adult Spinal Deformity Surgery: Can Spinal Alignment Explain Everything?","year":2022,"lang":"en","type":"article","venue":"PubMed","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Spinal deformity; Receiver operating characteristic; Sagittal plane; Lordosis; Deformity; Surgery; Logistic regression; Retrospective cohort study; Mechanical failure; Complication; Radiography; Internal medicine; Radiology","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":[0.00228887,0.0003141096,0.000423084,0.0006103587,0.0003974034,0.0005707972,0.0004834519,0.0005239849,0.00168006],"category_scores_gemma":[0.003520333,0.0002571469,0.0006090979,0.000878224,0.0003762729,0.000838427,0.0004961546,0.000476739,0.0001953468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002284017,"about_ca_system_score_gemma":0.0005776569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513588,"about_ca_topic_score_gemma":0.00226397,"domain_scores_codex":[0.9990963,0.0002377942,0.0001206439,0.0002202826,0.0001801511,0.000144865],"domain_scores_gemma":[0.9975706,0.0005859832,0.001224027,0.0002569495,0.0001717073,0.0001906841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002444842,0.00004449387,0.9983398,0.00001871911,0.00005282573,0.0001021043,0.00004288554,0.00001336281,0.0000737281,0.00002247997,0.00003407282,0.001011144],"study_design_scores_gemma":[0.00004193164,0.001284158,0.996375,0.00004209103,0.0001472954,0.000951852,0.0003288565,0.000380566,0.00008213209,0.00009852355,0.0002588062,0.000008609014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987527,0.0005285135,0.0002834348,0.00004929287,0.00001397231,0.00003306931,0.0001506642,0.000002075391,0.0001862848],"genre_scores_gemma":[0.9992297,0.0001865696,0.0001804735,0.00003433555,0.00002816248,0.00004550334,0.0001614243,0.000001580338,0.0001323352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00228887,"threshold_uncertainty_score":0.01210481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05165571093417788,"score_gpt":0.2763193705902695,"score_spread":0.2246636596560916,"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."}}