{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116024,0.0006745417,0.0009078705,0.001904221,0.0002783028,0.001648926,0.0007967493,0.001035529,0.003073188],"category_scores_gemma":[0.003793483,0.0002109259,0.001383544,0.001267614,0.0003184334,0.001070379,0.000756501,0.001040925,0.0006498214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000664101,"about_ca_system_score_gemma":0.002220915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0024674,"about_ca_topic_score_gemma":0.002798223,"domain_scores_codex":[0.9995878,0.0001252723,0.0000814115,0.00006466082,0.000111832,0.00002895037],"domain_scores_gemma":[0.998629,0.0009722806,0.0001297471,0.0000260496,0.0001915959,0.00005142844],"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":[0.0001738548,0.00009283897,0.002300952,0.04291558,0.0006011088,0.0003908902,0.0003174649,0.001922069,0.0006818585,0.02053454,0.03276783,0.897301],"study_design_scores_gemma":[0.00005619318,0.0003568919,0.003459968,0.05641301,0.002120491,0.002310353,0.0003541924,0.002988518,0.0007951735,0.01692616,0.9141119,0.0001072783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006637103,0.9934853,0.001575562,0.00134652,0.0003135098,0.00004191743,0.0001221179,0.00002836697,0.00242302],"genre_scores_gemma":[0.008304652,0.986306,0.002864168,0.0009992772,0.0005097524,0.00008438605,0.0002281291,0.000009865291,0.0006937156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003073188,"threshold_uncertainty_score":0.01028085,"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."}}