{"id":"W4280557296","doi":"10.3390/diagnostics12051234","title":"Cardiovascular Risk Stratification in Diabetic Retinopathy via Atherosclerotic Pathway in COVID-19/Non-COVID-19 Frameworks Using Artificial Intelligence Paradigm: A Narrative Review","year":2022,"lang":"en","type":"review","venue":"Diagnostics","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Diabetic retinopathy; Diabetes mellitus; Coronary artery disease; Intensive care medicine; Disease; Internal medicine; Cardiology; Risk assessment; Retinopathy","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00393678,0.0008224233,0.004098141,0.0007784396,0.0002913466,0.000104113,0.0004974145,0.0006380761,0.0002653754],"category_scores_gemma":[0.02901514,0.0007647825,0.001500676,0.003178302,0.0002704987,0.0001004494,0.0001410172,0.00349243,0.00004193145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00208253,"about_ca_system_score_gemma":0.002540807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000908069,"about_ca_topic_score_gemma":0.00006892135,"domain_scores_codex":[0.9922459,0.002525419,0.002265135,0.001341618,0.0009495867,0.0006724049],"domain_scores_gemma":[0.9926846,0.003931785,0.001090139,0.001554057,0.00009134289,0.0006480677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002487328,0.0007092627,0.001045725,0.07359315,0.0007553148,0.001767108,0.003065747,0.005261979,9.716998e-7,0.0001853351,0.0001161884,0.9134743],"study_design_scores_gemma":[0.0008480029,0.0006898002,0.0001274334,0.2689566,0.02403648,0.0005153866,0.00315661,0.01336956,0.00001299802,0.009629118,0.6750066,0.003651391],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002499558,0.9521014,0.04351517,0.0004751453,0.0002569263,0.003220093,0.00009323058,0.00006372013,0.00002434487],"genre_scores_gemma":[0.00247254,0.9935208,0.0008628785,0.001313054,0.0002201004,0.0008922219,0.0005977157,0.000114842,0.000005859782],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9098229,"threshold_uncertainty_score":0.9994803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009724944005434,"score_gpt":0.3860835166708891,"score_spread":0.2851110222703457,"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."}}