{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007385924,0.0002314215,0.0003941117,0.0004285443,0.0002118254,0.00002910152,0.000137554,0.0001089975,0.00005969101],"category_scores_gemma":[0.0005307868,0.0002192557,0.0004040995,0.001279037,0.00007139962,0.00009234632,0.00008244015,0.0001534057,0.00006666911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281615,"about_ca_system_score_gemma":0.0001274674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002218477,"about_ca_topic_score_gemma":0.00009927311,"domain_scores_codex":[0.9977152,0.00004507436,0.000754324,0.0005701216,0.0004523456,0.0004628745],"domain_scores_gemma":[0.9983488,0.0002181725,0.0002288237,0.0006682276,0.0001834616,0.0003525625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001887373,0.001134026,0.6683873,0.0005159035,0.001123874,0.002848238,0.002154011,0.00001104547,0.03579184,0.001250382,0.1624101,0.1224859],"study_design_scores_gemma":[0.02063981,0.01330934,0.8556002,0.0004224823,0.00174019,0.004067104,0.004642169,0.001911418,0.01057158,0.003720518,0.08156019,0.001815003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894439,0.00003583605,0.002872235,0.003691785,0.001032332,0.002015543,0.0001283612,0.0004184211,0.0003615636],"genre_scores_gemma":[0.9855807,0.000065233,0.007950895,0.0008874011,0.0001669656,0.0007033775,0.0006471291,0.00005058653,0.003947641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1872129,"threshold_uncertainty_score":0.8940988,"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."}}