{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003559399,0.000270284,0.0004014481,0.0007597401,0.0005096163,0.001021232,0.0005270422,0.0007288848,0.001615219],"category_scores_gemma":[0.01298429,0.0003809571,0.0005043698,0.0009969643,0.0004543707,0.001248129,0.0005733835,0.0006061202,0.0004891999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003137235,"about_ca_system_score_gemma":0.0005795747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009965133,"about_ca_topic_score_gemma":0.001862252,"domain_scores_codex":[0.997776,0.0006579639,0.00035195,0.0005221103,0.0003822032,0.0003098253],"domain_scores_gemma":[0.9905953,0.001475078,0.006035629,0.0004953131,0.0006974805,0.0007011852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003765842,0.0001584736,0.9960721,0.00002292447,0.00005848561,0.00003600608,0.0001375098,0.00003438969,0.00006837621,0.00001705499,0.0001569624,0.002861132],"study_design_scores_gemma":[0.00008337571,0.002035622,0.9953315,0.00003895573,0.00008814531,0.0004547397,0.0009866677,0.0003052358,0.0001095493,0.00006801456,0.0004818708,0.00001626182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988109,0.0002445602,0.0001756287,0.00008482076,0.00001395584,0.00004415674,0.0003285955,0.000003070383,0.0002943037],"genre_scores_gemma":[0.9989215,0.0001727472,0.0002190443,0.00008008223,0.00003637885,0.00007409222,0.0003771647,0.000002412814,0.0001166189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003559399,"threshold_uncertainty_score":0.0188241,"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."}}