{"id":"W3032662719","doi":"10.1148/ryai.2020180063","title":"Convolutional Neural Networks for Automatic Risser Stage Assessment","year":2020,"lang":"en","type":"article","venue":"Radiology Artificial Intelligence","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Convolutional neural network; Stage (stratigraphy); Artificial intelligence; Deep learning; Expert opinion; Computer science; Artificial neural network; Key (lock); Machine learning; Medicine; Intensive care medicine","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":[0.001485468,0.0006378574,0.0003169614,0.0008260864,0.0002139959,0.0005890721,0.0007434422,0.0006263792,0.001417352],"category_scores_gemma":[0.003892034,0.0002387813,0.000361623,0.0003839459,0.0002565709,0.0004871501,0.0005768929,0.0007460183,0.0005249565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009141907,"about_ca_system_score_gemma":0.0008815852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00714924,"about_ca_topic_score_gemma":0.01084365,"domain_scores_codex":[0.9994974,0.0001365568,0.0000318031,0.0001121272,0.0001608947,0.00006120809],"domain_scores_gemma":[0.9990054,0.0003955233,0.0001554784,0.00009066366,0.0003161326,0.00003671673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003581723,0.0002371745,0.02352901,0.000135055,0.000161351,0.0002125305,0.0001136039,0.2368166,0.02465091,0.002643734,0.006193478,0.7049484],"study_design_scores_gemma":[0.000009350419,0.00005739227,0.004036502,0.00002551045,0.00002019511,0.00006724364,0.00001119599,0.9872779,0.006172019,0.001100452,0.001210685,0.00001159712],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1788856,0.001447204,0.8102795,0.0006221287,0.0001389179,0.0002022339,0.0006199187,0.0029592,0.004845164],"genre_scores_gemma":[0.788402,0.0004090953,0.2053207,0.0002640273,0.00006827437,0.0001716979,0.000918442,0.0001136148,0.004332009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00714924,"threshold_uncertainty_score":0.01421529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090634422162429,"score_gpt":0.3799530444781433,"score_spread":0.2708896022619003,"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."}}