{"id":"W2999328393","doi":"10.1016/j.eclinm.2019.12.006","title":"A validated composite model to predict risk of curve progression in adolescent idiopathic scoliosis","year":2020,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"Health and Medical Research Fund; Research Grants Council, University Grants Committee; National Natural Science Foundation of China","keywords":"Medicine; Cobb angle; Cohort; Clinical Practice; Scoliosis; Idiopathic scoliosis; Cohort study; Internal medicine; Physical therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008408767,0.0002771895,0.00114366,0.0002078905,0.00003849745,0.000007741419,0.0001759933,0.0001729332,0.00003378683],"category_scores_gemma":[0.001594592,0.0001998136,0.0002083993,0.0008845504,0.0001133811,0.00004880429,0.0001455417,0.0005011733,0.00005177147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009021329,"about_ca_system_score_gemma":0.0001725182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005352742,"about_ca_topic_score_gemma":0.000008857769,"domain_scores_codex":[0.9968844,0.0001929435,0.00127834,0.000604245,0.0006825211,0.0003575737],"domain_scores_gemma":[0.9981682,0.0001139942,0.000320544,0.0004608346,0.0001761826,0.0007602448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002020993,0.002613389,0.986116,0.000373423,0.0001437832,0.000130873,0.000627142,0.0007803768,0.001874433,0.00001929984,0.001544701,0.003755609],"study_design_scores_gemma":[0.01167688,0.005836113,0.9201205,0.01236676,0.000703365,0.00001026409,0.00007770713,0.0404548,0.008329082,0.00004936145,0.0001538111,0.0002213532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744189,0.002413982,0.0008249925,0.02010252,0.0001113989,0.001791733,0.00003094178,0.0000962037,0.0002092751],"genre_scores_gemma":[0.9912881,0.0008139747,0.001791357,0.005643132,0.0002621671,0.0001369577,0.00002045312,0.0000379181,0.000005941391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06599548,"threshold_uncertainty_score":0.8148162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09961561547533682,"score_gpt":0.3921077468123765,"score_spread":0.2924921313370397,"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."}}