{"id":"W229599917","doi":"10.1007/s11517-015-1306-7","title":"Predicting success or failure of brace treatment for adolescents with idiopathic scoliosis","year":2015,"lang":"en","type":"article","venue":"Medical & Biological Engineering & Computing","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Glenrose Rehabilitation Hospital; Alberta Health Services; University of Alberta","funders":"","keywords":"Brace; Interpretability; Logistic regression; Scoliosis; Medicine; Physical therapy; Feature selection; Idiopathic scoliosis; Physical medicine and rehabilitation; Machine learning; Surgery; Computer science; Internal medicine; 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":[0.0006196535,0.0004621762,0.0004017801,0.001237438,0.0004028748,0.0005677831,0.0004979811,0.001053932,0.002187318],"category_scores_gemma":[0.005071934,0.0001627409,0.0006564488,0.0004513158,0.0003410348,0.0004587651,0.000406082,0.0007807747,0.0004261071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037769,"about_ca_system_score_gemma":0.0004741717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738024,"about_ca_topic_score_gemma":0.008515609,"domain_scores_codex":[0.9995763,0.00007520397,0.00007430543,0.00004812035,0.0001251163,0.0001008825],"domain_scores_gemma":[0.9963616,0.001318828,0.001279794,0.00007588828,0.0003748621,0.0005890736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000643126,0.00002663459,0.9987005,0.000004472258,0.00001149854,0.00003670073,0.00001616506,0.00006526292,0.00005389125,0.000007183411,0.00006037457,0.0009530587],"study_design_scores_gemma":[0.000009278562,0.0002078202,0.9968207,0.00002000644,0.00005235066,0.0005245288,0.00028195,0.001641372,0.0002165176,0.00003425535,0.0001849661,0.000006110884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985377,0.0002362962,0.0001040186,0.0001020722,0.00001380381,0.000009448045,0.0002420981,0.000006537633,0.0007480654],"genre_scores_gemma":[0.99936,0.00007803043,0.0001201831,0.00001061202,0.0000119962,0.000004148362,0.0002704124,0.000001925444,0.0001426526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003738024,"threshold_uncertainty_score":0.00743252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038436907489106,"score_gpt":0.3035334674876383,"score_spread":0.2531490984127472,"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."}}