{"id":"W4225976492","doi":"","title":"Insights Into Myocardial Oxygenation and Cardiovascular Magnetic Resonance Tissue Biomarkers in Heart Failure With Preserved Ejection Fraction.","year":2022,"lang":"en","type":"article","venue":"Bern Open Repository and Information System (University of Bern)","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Calgary; McGill University Health Centre","funders":"","keywords":"Medicine; Cardiology; Ejection fraction; Internal medicine; Heart failure; Oxygenation; Stroke volume; Magnetic resonance imaging; Pathophysiology; Cardiac function curve; Radiology","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":[0.0002793337,0.00008415607,0.0002706634,0.0002020415,0.0003796763,0.00005864378,0.00006903105,0.00005043144,0.000006923311],"category_scores_gemma":[0.0000118009,0.00009437668,0.00005195537,0.0002466409,0.00005660339,0.00140809,0.0001533228,0.0001135303,0.000002905701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504206,"about_ca_system_score_gemma":0.00007449674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003312329,"about_ca_topic_score_gemma":0.00003098094,"domain_scores_codex":[0.9991319,0.0001478145,0.0001719971,0.0001531892,0.0003198308,0.00007531773],"domain_scores_gemma":[0.9994621,0.00003535255,0.0001061233,0.0002051177,0.0001296753,0.00006160136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003805617,0.0001501987,0.9516576,0.001845967,0.0009404123,0.0001916268,0.01358791,0.001669512,0.001726835,0.000707237,0.008535431,0.01518167],"study_design_scores_gemma":[0.004241929,0.0004175801,0.7332814,0.0002660999,0.0002512664,0.0003959422,0.03771967,0.00188814,0.0003631501,0.000004176968,0.2209716,0.000199063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862027,0.002290255,0.0006050766,0.0002302401,0.0001611773,0.0009298896,0.00001125612,0.00003594474,0.009533426],"genre_scores_gemma":[0.9990345,0.00003424741,0.0006762444,0.00002989862,0.00002067584,0.000006828974,0.00003653834,0.000004871049,0.0001561472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183762,"threshold_uncertainty_score":0.5007272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00537337079603823,"score_gpt":0.1867672152561594,"score_spread":0.1813938444601212,"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."}}