{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001335074,0.0003295092,0.0006891879,0.0001244788,0.0002922142,0.00006043824,0.00007039547,0.00008356672,0.000002856126],"category_scores_gemma":[0.00002539499,0.0001731934,0.0001153307,0.0002151844,0.0001973171,0.00006833243,0.00003741724,0.00006646507,4.063996e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009478764,"about_ca_system_score_gemma":0.00004977393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007691654,"about_ca_topic_score_gemma":0.0001188712,"domain_scores_codex":[0.9986296,0.00005726374,0.0003731312,0.0003910736,0.0002618588,0.0002870388],"domain_scores_gemma":[0.9988472,0.0001600816,0.0002920725,0.0003720054,0.0001577654,0.0001708353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002942049,0.008194303,0.8683121,0.001244823,0.001387979,0.00002391004,0.002731432,0.0485229,0.0002130907,0.0001042385,0.00003984415,0.06628336],"study_design_scores_gemma":[0.008801033,0.004191681,0.7367449,0.001364024,0.0006555132,0.00007028721,0.0002207613,0.2434194,0.004276689,0.000003242189,0.0000753421,0.0001771513],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742803,0.003469826,0.01847583,0.001017049,0.00006866271,0.00258654,0.00005720479,0.00004074724,0.000003872101],"genre_scores_gemma":[0.9925642,0.0003795868,0.00651665,0.0001571578,0.00008849047,0.000241413,0.00001435555,0.00002869449,0.000009437766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948965,"threshold_uncertainty_score":0.7062621,"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."}}