{"id":"W4412759842","doi":"10.1007/s43390-025-01151-7","title":"Increased differential rod contouring reduces the effectiveness of surgical correction in patients with adolescent idiopathic scoliosis","year":2025,"lang":"en","type":"article","venue":"Spine Deformity","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Contouring; Idiopathic scoliosis; Scoliosis; Orthopedic surgery; Differential (mechanical device); Surgery","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":[0.0001276596,0.0001926572,0.0003442993,0.0002153182,0.0002434101,0.000224272,0.0002198246,0.0002611517,0.00125019],"category_scores_gemma":[0.002105893,0.0000811595,0.0001694941,0.0002322885,0.0001864066,0.0001421097,0.0001798466,0.0003255696,0.0001085008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001858228,"about_ca_system_score_gemma":0.0002527934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071454,"about_ca_topic_score_gemma":0.002481259,"domain_scores_codex":[0.9998518,0.00003116103,0.00001925118,0.00001984933,0.00005697548,0.0000208566],"domain_scores_gemma":[0.9994061,0.0002709812,0.0001736552,0.00002341222,0.00003401494,0.0000917039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00434799,0.001893439,0.7942296,0.0001688161,0.0001490015,0.001173482,0.0001857239,0.001547123,0.01146495,0.000137978,0.001005525,0.1836965],"study_design_scores_gemma":[0.0001056771,0.003108886,0.9911962,0.00002473499,0.0000648592,0.00261247,0.0001527298,0.0008321202,0.001347176,0.0000680798,0.0004800354,0.000006914949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980633,0.001047025,0.00008909814,0.0001144973,0.0000171095,0.000003017858,0.00002194104,0.000008042789,0.0006360877],"genre_scores_gemma":[0.999633,0.0001494702,0.00009149966,0.00001748509,0.000007737815,0.000001033333,0.00002716401,0.000001054389,0.00007149506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00125019,"threshold_uncertainty_score":0.004182279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00634036041371154,"score_gpt":0.2502462422301506,"score_spread":0.2439058818164391,"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."}}