{"id":"W2531802780","doi":"10.1016/j.acra.2016.08.002","title":"Virtual Monochromatic Imaging in Patients with Intermediate to High Likelihood of Coronary Artery Disease","year":2016,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Coronary artery disease; Confidence interval; Calcification; Radiology; Coronary angiography; Artery; Monochromatic color; Calcinosis; Nuclear medicine; Internal medicine; Population; Cardiology; Myocardial infarction","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":[0.00006984174,0.0001539772,0.0002416262,0.0002944019,0.00001261714,0.00000141644,0.0001921453,0.00005776197,0.00001786884],"category_scores_gemma":[0.00005310978,0.0001121605,0.00002165327,0.0001770504,0.00008926306,0.0002222718,0.00004385407,0.0001958675,0.00002854193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007182889,"about_ca_system_score_gemma":0.00001510119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001830245,"about_ca_topic_score_gemma":9.584734e-7,"domain_scores_codex":[0.9990411,0.00003526071,0.000305663,0.0001920606,0.00007950499,0.0003464423],"domain_scores_gemma":[0.9995111,0.0001235664,0.00004594115,0.0001688459,0.0000161726,0.0001343492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002470312,0.00002616383,0.9274112,0.0000327098,0.00003369079,0.00003612041,0.0004392853,0.0032873,0.008164722,0.0001878303,0.0004295763,0.05970439],"study_design_scores_gemma":[0.001484022,0.000104857,0.9957294,0.0002515454,0.00001487323,0.000009210511,0.00004423246,0.0007060287,0.0004111623,0.0009545714,0.00008197923,0.0002081145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876958,0.0002111779,0.01139587,0.0001723083,0.000222497,0.00017498,0.00001986473,0.00008127265,0.00002621737],"genre_scores_gemma":[0.9992678,0.0001003597,0.0002727212,0.0002243609,0.00005485841,0.00003219968,0.000008559281,0.00003021621,0.000008901398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06831823,"threshold_uncertainty_score":0.4573774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002825601145863423,"score_gpt":0.1933417631438703,"score_spread":0.1905161619980069,"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."}}