{"id":"W2035026463","doi":"10.1016/j.spinee.2013.07.449","title":"Artificial neural networks assessing adolescent idiopathic scoliosis: comparison with Lenke classification","year":2013,"lang":"en","type":"article","venue":"The Spine Journal","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Notre-Dame; University of Ottawa; Centre Hospitalier Universitaire Sainte-Justine; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Artificial intelligence; Context (archaeology); Artificial neural network; Idiopathic scoliosis; Pattern recognition (psychology); Cohen's kappa; Scoliosis; Self-organizing map; Machine learning; Computer science; 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":[0.0004239583,0.0002075138,0.0003639888,0.0001043858,0.0004311472,0.0003939045,0.0001380133,0.00007535436,0.00006909326],"category_scores_gemma":[0.00003648745,0.0001089251,0.0001270851,0.000279516,0.00009511876,0.0002546464,0.00002720873,0.0006939996,0.00004328089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017308,"about_ca_system_score_gemma":0.00009943065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003342064,"about_ca_topic_score_gemma":0.00001396675,"domain_scores_codex":[0.9983317,0.0001423314,0.000520298,0.0001916156,0.000445188,0.0003688232],"domain_scores_gemma":[0.9988743,0.000005115081,0.0003627197,0.0002978046,0.0002372278,0.0002228467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002416183,0.006212129,0.6981051,0.0001600701,0.001010927,0.0001914539,0.0008690672,0.008320556,0.0172844,0.0007083287,0.00970226,0.2571941],"study_design_scores_gemma":[0.0007828029,0.0005515099,0.9346947,0.001073074,0.0003472177,0.000571835,0.0005338833,0.06055797,0.0006991774,0.00003306218,0.00003155508,0.0001231783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759305,0.004224234,0.005051279,0.01353164,0.0003704577,0.0006059245,1.849315e-7,0.000047057,0.0002387727],"genre_scores_gemma":[0.99703,0.0001507307,0.0002242438,0.001023965,0.001459071,0.00006287623,0.000002134604,0.00002977057,0.00001726653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2570709,"threshold_uncertainty_score":0.4441835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.068462133290281,"score_gpt":0.3309931881151421,"score_spread":0.2625310548248611,"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."}}