{"id":"W4361278949","doi":"10.1148/rg.220121","title":"Quality Improvement Report: Adherence to Follow-up Recommendations for Incidental Abdominal Aneurysms","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital","funders":"National Cancer Institute","keywords":"Medicine; Dictation; Radiology; Quality management; Academic institution; Medical physics; General 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":[0.1679123,0.0006113048,0.001422817,0.005745056,0.001756555,0.003418458,0.002682753,0.001378834,0.003526422],"category_scores_gemma":[0.292505,0.0006847362,0.003185913,0.00697794,0.0009509881,0.002893529,0.003535994,0.002729702,0.00124671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008769686,"about_ca_system_score_gemma":0.02552599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.019529,"about_ca_topic_score_gemma":0.01521007,"domain_scores_codex":[0.8185313,0.08920337,0.05269616,0.005625864,0.02845918,0.005484113],"domain_scores_gemma":[0.5839653,0.1114218,0.1455576,0.02452642,0.1179108,0.01661806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009955509,0.002211724,0.4818263,0.008227245,0.001030043,0.0001592867,0.005423237,0.001800244,0.0005999229,0.001159508,0.09970249,0.3968644],"study_design_scores_gemma":[0.000790811,0.002917011,0.9142865,0.00542691,0.0004598673,0.0002338853,0.003133269,0.004690937,0.001401829,0.0006621704,0.06576584,0.0002309008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5280262,0.01617728,0.08993287,0.1068596,0.003924686,0.08267477,0.0820929,0.009715484,0.08059634],"genre_scores_gemma":[0.7819681,0.005152773,0.1346447,0.01022267,0.0006484996,0.04075827,0.02240105,0.0003851301,0.00381887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1679123,"threshold_uncertainty_score":0.8880159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06540347615240498,"score_gpt":0.3777163194728943,"score_spread":0.3123128433204893,"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."}}