{"id":"W3033000623","doi":"10.15420/icr.2019.25","title":"Coronary Physiology Derived from Invasive Angiography: Will it be a Game Changer?","year":2020,"lang":"en","type":"article","venue":"Interventional Cardiology Reviews Research Resources","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"National Institute for Health and Care Research; British Heart Foundation; Wellcome Trust","keywords":"Medicine; Chest pain; Clinical Practice; Bespoke; Coronary angiography; Cardiology; Intensive care medicine; Radiology; Internal medicine; Myocardial infarction; Physical therapy","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":[0.001155089,0.0002863061,0.001297448,0.000296103,0.0001388828,0.00003201964,0.0003572839,0.0002066554,0.0008337146],"category_scores_gemma":[0.004628725,0.0002373147,0.00222449,0.0005490535,0.001094089,0.00009306947,0.0004564942,0.0008776297,0.0004721837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007358863,"about_ca_system_score_gemma":0.0001083912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001319502,"about_ca_topic_score_gemma":0.00001656849,"domain_scores_codex":[0.9953861,0.002006347,0.000636513,0.0007739469,0.0005631226,0.0006340236],"domain_scores_gemma":[0.996755,0.001671964,0.0001531691,0.0004850908,0.0004810566,0.0004537289],"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":[0.00324887,0.0005052972,0.3318539,0.001999762,0.005853849,0.002631354,0.004205367,0.00004445339,0.05322013,0.000274155,0.5804965,0.0156664],"study_design_scores_gemma":[0.001174501,0.001097674,0.3200696,0.0007933343,0.0002597893,0.0001764577,0.0005307318,0.00002010558,0.0002406234,0.0003884131,0.6750318,0.0002169846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7260748,0.2380679,0.0002494382,0.02990149,0.000298949,0.001487107,0.0004293359,0.0001174645,0.003373508],"genre_scores_gemma":[0.9791636,0.01092721,0.0002841181,0.006098075,0.002057981,0.0003978046,0.0007680289,0.00004299821,0.0002601877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2530888,"threshold_uncertainty_score":0.9677413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1935270148126323,"score_gpt":0.4077413899651256,"score_spread":0.2142143751524933,"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."}}