{"id":"W4403658491","doi":"10.1097/brs.0000000000005138","title":"Immediate Correction of Idiopathic Scoliosis With Nighttime Braces Created by a Fully Automated Generative Design Algorithm","year":2024,"lang":"en","type":"article","venue":"Spine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Brace; Medicine; Scoliosis; Idiopathic scoliosis; Lumbar; Algorithm; Crossover study; Randomized controlled trial; Orthodontics; Physical therapy; Surgery; Computer science; Structural engineering","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":[0.00180467,0.0009774179,0.002171313,0.0005235139,0.0002169992,0.0005475004,0.0008618683,0.0007812313,0.002350871],"category_scores_gemma":[0.001957578,0.0004727958,0.0009570273,0.000301218,0.0007050215,0.0003323906,0.000346991,0.0008439666,0.0002617702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003170729,"about_ca_system_score_gemma":0.0005890356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002975866,"about_ca_topic_score_gemma":0.0005448561,"domain_scores_codex":[0.998926,0.0005035473,0.0001155348,0.0001767506,0.0001846369,0.00009349256],"domain_scores_gemma":[0.9986514,0.0004804221,0.000421153,0.0002006314,0.0001197303,0.0001266017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.8023788,0.07028419,0.005427276,0.001811251,0.001196246,0.00006794558,0.0001559975,0.003079056,0.01150992,0.0002605564,0.0005222345,0.1033066],"study_design_scores_gemma":[0.4192793,0.5644714,0.009799812,0.00005871347,0.00046328,0.00007623564,0.0000448759,0.002613429,0.002413741,0.0001217849,0.0006240769,0.00003337541],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918559,0.0006867305,0.002650644,0.00004503774,0.0001151258,0.00398523,0.0001834833,0.00006896076,0.0004089213],"genre_scores_gemma":[0.9859409,0.0005574501,0.007094861,0.0001375281,0.0001664718,0.005238826,0.0002400159,0.0000145486,0.000609356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002350871,"threshold_uncertainty_score":0.009544075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385167247821982,"score_gpt":0.2768483696897816,"score_spread":0.2629966972115618,"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."}}