{"id":"W4399390248","doi":"10.1503/cjs.009323","title":"Eliminating rote postoperative radiographs for surgically managed pediatric supracondylar humerus fractures","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Elbow and Forearm Trauma Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Hospital for Sick Children; University of Toronto; SickKids Foundation; Sunnybrook Health Science Centre","funders":"Temerty Faculty of Medicine, University of Toronto; Hospital for Sick Children; University of Toronto","keywords":"Medicine; Radiography; Humerus; Retrospective cohort study; Surgery; Percutaneous pinning; Prospective cohort study","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007762003,0.0001894038,0.0004830465,0.001290749,0.0001728772,0.0001174744,0.00007335178,0.0001137855,0.0003294083],"category_scores_gemma":[0.0002593443,0.000144591,0.0006154005,0.0004315649,0.00006403996,0.0001923621,0.00000379625,0.0003666329,0.000007538609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001685303,"about_ca_system_score_gemma":0.001734538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006215427,"about_ca_topic_score_gemma":0.000819478,"domain_scores_codex":[0.9986056,0.00005244102,0.0005346254,0.000183018,0.0002087811,0.00041552],"domain_scores_gemma":[0.9979162,0.0007776228,0.0001265288,0.0001252816,0.0002666785,0.000787654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008795954,0.0002630729,0.4152835,0.001632666,0.003681955,0.07044862,0.006325878,0.0001185032,0.0006516723,0.002991142,0.2061293,0.2915941],"study_design_scores_gemma":[0.004301445,0.002205347,0.514498,0.002371751,0.004287485,0.01128624,0.002235122,0.0003458756,0.003129893,0.001832585,0.4521232,0.00138305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660952,0.0263111,0.0002677441,0.004773892,0.001077356,0.0003161664,0.00007557563,0.00002345587,0.001059493],"genre_scores_gemma":[0.996982,0.0005514582,0.0007129132,0.0005097996,0.0006761768,0.00001034669,0.00003297547,0.00004099866,0.0004832866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2902111,"threshold_uncertainty_score":0.5896251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251207696970639,"score_gpt":0.2874373191808248,"score_spread":0.2549252422111184,"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."}}