{"id":"W2890340951","doi":"10.1186/s13013-018-0169-8","title":"Significant variability in surgeons’ preferred correction maneuvers and instrumentation strategies when planning adolescent idiopathic scoliosis surgery","year":2018,"lang":"en","type":"article","venue":"Scoliosis and Spinal Disorders","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada; Centre Hospitalier Universitaire Sainte-Justine; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Orthopedic Research and Education Foundation; Scoliosis Research Society; Orthopaedic Research and Education Foundation","keywords":"Medicine; Implant; Scoliosis; Vertebra; Orthopedic surgery; Contouring; Deformity; Surgery; Orthodontics","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":[0.00561308,0.0002516739,0.0002534525,0.0008746335,0.0003639109,0.0007949788,0.0003455489,0.0003697387,0.0006964198],"category_scores_gemma":[0.03060243,0.0002449908,0.0003797004,0.0005506549,0.0006194203,0.0005003294,0.0006624885,0.0003402238,0.0001678569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003789401,"about_ca_system_score_gemma":0.0004878452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007588038,"about_ca_topic_score_gemma":0.003821482,"domain_scores_codex":[0.9940463,0.00204378,0.001134708,0.0006330837,0.001826233,0.0003158816],"domain_scores_gemma":[0.9678087,0.02331043,0.005468684,0.001259545,0.001615309,0.000537183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008117667,0.0001030944,0.9035688,0.0001306397,0.00007772034,0.000986345,0.003428437,0.003159846,0.0106641,0.00009893974,0.000160975,0.07680936],"study_design_scores_gemma":[0.00003200602,0.001632617,0.9663537,0.0001074869,0.00009585086,0.007932209,0.006362487,0.005261818,0.01036326,0.0004505331,0.001320819,0.00008719201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997996,0.0001279852,0.001494281,0.00002279605,0.000004181715,0.00001449869,0.00002228552,0.000007513318,0.0003106384],"genre_scores_gemma":[0.9980776,0.00008425038,0.001709658,0.00001279915,0.00000420531,0.00001015728,0.00002760943,0.000007283184,0.00006653164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00561308,"threshold_uncertainty_score":0.02968514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03364208384437726,"score_gpt":0.2975546437721672,"score_spread":0.2639125599277899,"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."}}