{"id":"W4292063144","doi":"10.1148/radiol.221784","title":"Plaque and Physiologic Structure: Complimentary Tools for Understanding Risk","year":2022,"lang":"en","type":"letter","venue":"Radiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; MEDLINE; Guideline; Myocardial infarction; Coronary angiography; Chest pain; Medical physics; Internal medicine; Radiology; Pathology","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":[0.0001110203,0.0002512469,0.0007342998,0.0001181807,0.0001916712,0.00002168246,0.0000800497,0.0003923558,0.0002421711],"category_scores_gemma":[0.0002776422,0.0002216121,0.0001725237,0.00005045815,0.0001972589,0.00002527813,0.00008226728,0.001388335,0.000002367091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144957,"about_ca_system_score_gemma":0.00006758137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003233215,"about_ca_topic_score_gemma":0.000001075455,"domain_scores_codex":[0.9987301,0.0001569804,0.0002022116,0.0004473665,0.0001009344,0.0003624275],"domain_scores_gemma":[0.9967529,0.00275747,0.0001401534,0.0002816294,0.00001806604,0.00004980488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001335745,0.000007326735,0.002693152,0.0001699306,0.0003346222,0.0002464074,0.00004580281,0.00002020358,0.0001485706,0.0002600602,0.9956677,0.0002726253],"study_design_scores_gemma":[0.00239112,0.001042763,0.004697149,0.00004766622,0.001149455,0.001995543,0.0001835011,0.0001117404,0.00002459781,0.01775073,0.9702006,0.0004051201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04082575,0.01187669,0.007911287,0.9159756,0.00679396,0.003692091,0.01059947,0.0003893495,0.001935759],"genre_scores_gemma":[0.1155192,0.0007647903,0.001782544,0.8618375,0.006929889,0.0001290888,0.01274335,0.00009694217,0.0001966193],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07469349,"threshold_uncertainty_score":0.903708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05668070358815841,"score_gpt":0.2844836045965917,"score_spread":0.2278029010084333,"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."}}