{"id":"W4388218998","doi":"10.1148/rg.230094","title":"Shoulder and Elbow Injuries in Adult Overhead Throwers: Imaging Review","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Valgus; Elbow; Olecranon; Impingement syndrome; Anatomy; Ligament; Biceps; Rotator cuff; 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":[0.000250341,0.0001711327,0.0003475361,0.0004206501,0.00006392282,0.00001826688,0.00004999182,0.0000614393,0.00003234081],"category_scores_gemma":[0.00009451362,0.0001426745,0.0001198105,0.001417079,0.0001436799,0.000110772,0.00003451852,0.0002165856,0.00001214067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000244991,"about_ca_system_score_gemma":0.00003539126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005027486,"about_ca_topic_score_gemma":0.0000368906,"domain_scores_codex":[0.9988977,0.00003953163,0.0002504192,0.0002903602,0.0002368398,0.000285179],"domain_scores_gemma":[0.9994195,0.00008341866,0.0000413876,0.0002910028,0.00005298169,0.0001117881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006784353,0.0001364944,0.9493793,0.001386797,0.0001467718,0.0003579536,0.0004810956,4.892303e-7,0.0001017624,0.002248273,0.02191239,0.0237808],"study_design_scores_gemma":[0.00427894,0.0004367282,0.9275731,0.006884123,0.001249693,0.0003361162,0.0008987286,0.0003783905,0.001013932,0.002966975,0.05333283,0.0006503866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8540676,0.1079202,0.00003419696,0.03101768,0.0003679821,0.001336341,0.00003359191,0.0004947602,0.004727565],"genre_scores_gemma":[0.844702,0.1500849,0.0002393383,0.004585517,0.00007325446,0.00007011255,0.00005921542,0.00003096557,0.000154676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04216466,"threshold_uncertainty_score":0.5818098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222862618963415,"score_gpt":0.3338878839367679,"score_spread":0.3116592577471337,"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."}}