{"id":"W4405488911","doi":"10.1109/embc53108.2024.10782915","title":"Automating Cobb Angle Measurement for Adolescent Idiopathic Scoliosis using Instance Segmentation","year":2024,"lang":"en","type":"article","venue":"","topic":"Scoliosis diagnosis and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"CobB; Idiopathic scoliosis; Cobb angle; Scoliosis; Computer science; Segmentation; Artificial intelligence; Computer vision; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003411797,0.0006587426,0.0009343179,0.00122647,0.0003196729,0.0009227291,0.0008475956,0.0008849532,0.001080063],"category_scores_gemma":[0.001261625,0.0003209007,0.0006570998,0.0008184365,0.0002626482,0.0005148862,0.0005149247,0.0006384836,0.0008030158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329223,"about_ca_system_score_gemma":0.0006897447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006270493,"about_ca_topic_score_gemma":0.00845058,"domain_scores_codex":[0.999456,0.00006590431,0.0000343314,0.0001938699,0.0001846812,0.00006525949],"domain_scores_gemma":[0.9994955,0.000133601,0.00008180633,0.00009277114,0.0001615326,0.00003473982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004282557,0.0001562729,0.0179112,0.0002289548,0.0001136519,0.0002677598,0.0002216714,0.07134904,0.1311093,0.001488138,0.004118611,0.7726073],"study_design_scores_gemma":[0.00001950737,0.0001158849,0.01218029,0.00003147482,0.00005122401,0.0005689752,0.0001066585,0.9272872,0.05480998,0.00128365,0.003510057,0.00003508448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0731442,0.000618486,0.919808,0.00009349228,0.00007651641,0.00007906834,0.0003220239,0.004627469,0.001230694],"genre_scores_gemma":[0.5877975,0.0005348318,0.4081574,0.00008725408,0.00005294317,0.00007266966,0.001391709,0.0003872461,0.001518337],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006270493,"threshold_uncertainty_score":0.01246798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1220323418687808,"score_gpt":0.3583131119643771,"score_spread":0.2362807700955963,"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."}}