{"id":"W1974836915","doi":"10.1016/j.jspd.2014.03.005","title":"Braces Optimized With Computer-Assisted Design and Simulations Are Lighter, More Comfortable, and More Efficient Than Plaster-Cast Braces for the Treatment of Adolescent Idiopathic Scoliosis","year":2014,"lang":"en","type":"article","venue":"Spine Deformity","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Medicine; Scoliosis; Idiopathic scoliosis; Plaster Casts; Orthopedic surgery; Orthodontics; Physical therapy; Surgery","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":[0.0002824046,0.0004248781,0.0004228927,0.0003983125,0.0001652867,0.0003640382,0.0003501337,0.0003113366,0.00327615],"category_scores_gemma":[0.001226215,0.0002293827,0.0003156375,0.000250912,0.0001701316,0.0002535417,0.0001658004,0.0003014064,0.0003935912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001996783,"about_ca_system_score_gemma":0.0006075146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002351648,"about_ca_topic_score_gemma":0.005954464,"domain_scores_codex":[0.9998398,0.00004411228,0.0000140266,0.000009039091,0.00008302806,0.000009867083],"domain_scores_gemma":[0.9997557,0.0001420186,0.00003365936,0.00001924683,0.00003949608,0.000009949214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001079581,0.0006058513,0.007129753,0.0003522261,0.00007239141,0.0001811024,0.0001269473,0.7395973,0.02042823,0.00140709,0.002891838,0.2261279],"study_design_scores_gemma":[0.0002935222,0.0005586433,0.003905,0.00005275905,0.00007269238,0.0002457243,0.00006268251,0.9836388,0.006419811,0.0009879504,0.003726136,0.00003633182],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7632127,0.001923154,0.2212815,0.0004722173,0.0002566928,0.0003249302,0.0004629372,0.001682503,0.01038334],"genre_scores_gemma":[0.9556875,0.0007296216,0.04094438,0.00007074713,0.0000159746,0.000157669,0.0002507883,0.0002604026,0.001882953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00327615,"threshold_uncertainty_score":0.0109598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051490107329346,"score_gpt":0.283696687859246,"score_spread":0.2531817867859525,"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."}}