{"id":"W3163434754","doi":"10.14740/cr1179","title":"Heart, Eye, and Artificial Intelligence: A Review","year":2021,"lang":"en","type":"review","venue":"Cardiology Research","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glaucoma; Diabetic retinopathy; Retinal; Macular degeneration; Fundus (uterus); Optometry; Ophthalmology; Disease; Artificial intelligence; Cardiology; Internal medicine; Computer science; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004484723,0.0007752739,0.001124347,0.002885473,0.000326191,0.00137966,0.0006511838,0.0009696554,0.006189173],"category_scores_gemma":[0.001085614,0.0002427584,0.0005554217,0.002976367,0.0004008212,0.001514583,0.0006455905,0.00148685,0.002643419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004960922,"about_ca_system_score_gemma":0.001448873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320251,"about_ca_topic_score_gemma":0.002148707,"domain_scores_codex":[0.9998112,0.00003402013,0.00003659269,0.0000321289,0.00007025224,0.00001590664],"domain_scores_gemma":[0.9993637,0.000372466,0.00006619155,0.00001537381,0.000136692,0.00004556895],"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":[0.00003811986,0.00005742093,0.0002580946,0.02123466,0.00009734886,0.0001647484,0.00008739522,0.0002321442,0.0005156625,0.002663665,0.05154222,0.9231084],"study_design_scores_gemma":[0.000009031834,0.00007315685,0.00110635,0.008688155,0.0001506174,0.001283737,0.000084239,0.00008837151,0.000145101,0.002496806,0.9858519,0.00002251979],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007196693,0.9983506,0.00008001884,0.0003306147,0.0002053579,0.000003583569,0.0000192709,0.000007184607,0.0009314945],"genre_scores_gemma":[0.0004154005,0.9986213,0.0001372197,0.0001875678,0.0002530243,0.00000445142,0.00002437969,0.000001301465,0.0003553624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006189173,"threshold_uncertainty_score":0.02070481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.404043009581004,"score_gpt":0.5911740846547736,"score_spread":0.1871310750737696,"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."}}