{"id":"W3205023378","doi":"10.1093/neuros/nyab352","title":"Operative Treatment of Severe Scoliosis in Symptomatic Adults: Multicenter Assessment of Outcomes and Complications With Minimum 2-Year Follow-up","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"DePuy Synthes Spine","keywords":"Medicine; Coronal plane; Scoliosis; Oswestry Disability Index; Cobb angle; Sagittal plane; Surgery; Lumbar; Retrospective cohort study; Incidence (geometry); Radiology; Low back pain","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":[0.00004286152,0.000173562,0.0006346953,0.0001455809,0.00002865178,0.00001235838,0.00002743574,0.000039183,0.00003124713],"category_scores_gemma":[0.00005919854,0.0001209925,0.0001151615,0.0002675752,0.00006250509,0.00005857118,0.00002361343,0.00004238354,0.000001393324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009677772,"about_ca_system_score_gemma":0.0001571935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000749426,"about_ca_topic_score_gemma":0.0001101492,"domain_scores_codex":[0.9988428,0.00007930546,0.0004201403,0.0002924002,0.000213563,0.0001517861],"domain_scores_gemma":[0.9989611,0.0003303944,0.0001380196,0.0003248687,0.0001597439,0.0000858858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001334309,0.002965112,0.9947275,0.0001319224,0.0002242347,0.00006876366,0.0005131593,0.00001869528,0.000702082,0.00006268383,0.00003696635,0.0004154562],"study_design_scores_gemma":[0.007275746,0.0007000164,0.9847734,0.001028806,0.0002076194,0.00002541008,0.0005046406,0.0002583551,0.005111842,0.00000246206,0.0000236447,0.00008806892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976252,0.000261878,0.000003731664,0.0009973032,0.00007013342,0.0006241021,0.00004464605,0.00001145405,0.0003615914],"genre_scores_gemma":[0.9982431,0.0004199085,0.0007417831,0.0002480839,0.000006664338,0.0002445415,0.00002264341,0.00001807997,0.00005519638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009954106,"threshold_uncertainty_score":0.493393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562654438213609,"score_gpt":0.3289170839874725,"score_spread":0.3032905396053365,"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."}}