{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00378469,0.0002558193,0.004590627,0.0003990977,0.0001341858,0.00003688471,0.0001633823,0.0003281005,0.0001600792],"category_scores_gemma":[0.002218707,0.0001827084,0.0009485992,0.001146862,0.0006251828,0.00001696509,0.0002612184,0.001831103,0.0003325553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007749589,"about_ca_system_score_gemma":0.0006840851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009516366,"about_ca_topic_score_gemma":2.85302e-7,"domain_scores_codex":[0.99568,0.002057949,0.0005946278,0.000713125,0.0004209231,0.0005333568],"domain_scores_gemma":[0.9978479,0.0005948268,0.00006519777,0.0007278202,0.0005190067,0.000245304],"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":[0.000002646932,0.00001133738,0.00003526743,0.0442628,0.0004670018,0.0006770979,0.000004524151,3.347637e-8,7.419007e-7,0.0001276971,0.02023167,0.9341792],"study_design_scores_gemma":[0.0000133251,0.00007533218,0.00000353265,0.06389805,0.001720854,0.001798964,0.00003206286,0.000003012845,5.706385e-7,0.00006541761,0.93226,0.0001288202],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001887189,0.994146,0.00004346359,0.001917575,0.0000756602,0.0006091918,0.000009446077,0.00002297187,0.003173758],"genre_scores_gemma":[0.00000457926,0.9963424,0.0001304331,0.0001905927,0.0007157817,0.0001456552,0.0001589035,0.00003496788,0.002276726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9340504,"threshold_uncertainty_score":0.7955332,"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."}}