{"id":"W3044743456","doi":"","title":"Correlation between middle retinal layers structural changes and deep capillary plexus dropout in diabetic retinopathy","year":2019,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Ophthalmology; Retinal; Diabetic retinopathy; Dropout (neural networks); Medicine; Plexus; Retinopathy; Anatomy; Diabetes mellitus; Endocrinology; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007735249,0.0002190905,0.0004566825,0.0003957678,0.0001761422,0.00004296105,0.0001547811,0.0001126806,0.00009476297],"category_scores_gemma":[0.0005568615,0.0001858723,0.00004228288,0.001060722,0.002880884,0.0002168814,0.0001356904,0.0003909526,0.0000453485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001333507,"about_ca_system_score_gemma":0.0001596256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671324,"about_ca_topic_score_gemma":0.000006438185,"domain_scores_codex":[0.9978994,0.000189778,0.0002877052,0.000681363,0.0004361142,0.0005057114],"domain_scores_gemma":[0.9989627,0.0001893359,0.0001772333,0.0002092144,0.0001545723,0.0003069708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002315478,0.00001168311,0.8624099,0.00003370037,0.00001112154,0.0001384303,0.001245469,0.00001236953,0.1356946,0.00002694746,0.000001529303,0.0003910413],"study_design_scores_gemma":[0.0005210269,0.0008631713,0.9552794,0.0001949264,0.00006196386,0.0004759199,0.0008994465,0.01315637,0.02701489,0.001312812,0.000004821283,0.000215253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997325,0.0002620804,0.0000019014,0.0009567173,0.0001406176,0.0002885086,0.000002850343,0.00002743501,0.0009949028],"genre_scores_gemma":[0.9988028,0.000007609426,0.0005982833,0.0001936202,0.00007226785,0.000009347981,0.00001912963,0.00001401578,0.0002828983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086797,"threshold_uncertainty_score":0.9998327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180017576671595,"score_gpt":0.3190740322662606,"score_spread":0.2872738564995446,"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."}}