{"id":"W4321610246","doi":"10.1177/21925682231161304","title":"How Good Are Surgeons at Achieving Their Preoperative Goal Sagittal Alignment Following Adult Deformity Surgery?","year":2023,"lang":"en","type":"article","venue":"Global Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University of Calgary","funders":"DePuy Synthes Spine; AOSpine; Canadian Spine Society; NuVasive; Stryker; Scoliosis Research Society; AO North America","keywords":"Medicine; Sagittal plane; Prospective cohort study; Deformity; Cohort; Surgery; Radiography; Orthodontics; Physical therapy; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005051274,0.0003766134,0.0007288886,0.0001283096,0.0005578921,0.0002301735,0.0001235107,0.0001211603,0.00007696089],"category_scores_gemma":[0.0003889749,0.0002559102,0.0008810907,0.000617723,0.00004095378,0.0002807864,0.0001742363,0.0002671568,0.00008721768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391502,"about_ca_system_score_gemma":0.0001936894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008563514,"about_ca_topic_score_gemma":0.000337002,"domain_scores_codex":[0.997535,0.0001119291,0.0004721022,0.0003733858,0.0007340623,0.000773534],"domain_scores_gemma":[0.9986312,0.00006582484,0.0002821649,0.0002735458,0.0001900762,0.0005571492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005743158,0.0003729745,0.9765097,0.00002673934,0.0007906253,0.001273898,0.0001115647,0.00001894833,0.0001475294,0.00007719923,0.0134531,0.007160295],"study_design_scores_gemma":[0.001782234,0.0002836925,0.9900666,0.0007322032,0.0002842822,0.001677345,0.0009661458,0.00005207225,0.001483356,0.00004817817,0.002370571,0.0002532475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838452,0.0009278773,0.00006178325,0.01274777,0.0009831056,0.0004148436,0.00008816542,0.0001214536,0.0008097775],"genre_scores_gemma":[0.9976509,0.0005883922,0.0001585121,0.0005869091,0.0004505391,0.00005027633,0.00006059331,0.00002743098,0.0004264619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01380566,"threshold_uncertainty_score":0.9999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420378118604678,"score_gpt":0.2787668656896355,"score_spread":0.2545630845035888,"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."}}