{"id":"W3183677801","doi":"10.1016/j.jor.2021.07.018","title":"Elucidating the inherent features of IS to better understand idiopathic scoliosis etiology and progression","year":2021,"lang":"en","type":"article","venue":"Journal of Orthopaedics","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Etiology; Medicine; Deformity; Idiopathic scoliosis; Scoliosis; Abnormality; Bioinformatics; Physical medicine and rehabilitation; Surgery; Pathology; Psychiatry","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":[0.000470672,0.000109285,0.0003680521,0.0001077632,0.0000725389,0.00002359631,0.00005528724,0.0000804485,0.00002783873],"category_scores_gemma":[0.0002964572,0.00006049667,0.0001500936,0.0002323721,0.00006849656,0.0000454802,0.00006512609,0.000257171,8.934855e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005217336,"about_ca_system_score_gemma":0.0001773753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003599361,"about_ca_topic_score_gemma":0.00001292805,"domain_scores_codex":[0.9988075,0.00009754795,0.0004410487,0.0001240192,0.0003870474,0.0001428735],"domain_scores_gemma":[0.9989471,0.00007172868,0.0003314979,0.00016038,0.0003466701,0.0001426254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002982851,0.0005202811,0.9313595,0.0002348278,0.0004385796,0.0004734877,0.002349497,0.000005021621,0.004499813,0.0002109447,0.004639008,0.05497075],"study_design_scores_gemma":[0.002442733,0.00211723,0.9418768,0.004527675,0.0006397636,0.00187108,0.001933693,0.000008264901,0.04235183,0.0002626285,0.001858286,0.0001100681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9570534,0.01610924,0.0001406825,0.02618051,0.0001802144,0.0001822542,0.000002491107,0.000003297478,0.0001479323],"genre_scores_gemma":[0.9938934,0.001455013,0.001094443,0.003289573,0.0002374661,0.000005278426,6.278328e-7,0.00001104667,0.00001318406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486068,"threshold_uncertainty_score":0.2466982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03015393732911534,"score_gpt":0.3325209523866221,"score_spread":0.3023670150575067,"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."}}