{"id":"W4293598549","doi":"10.3389/fcell.2022.963615","title":"The pathophysiological mechanisms underlying diabetic retinopathy","year":2022,"lang":"en","type":"review","venue":"Frontiers in Cell and Developmental Biology","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Petroleum Technology Research Centre; Guizhou Science and Technology Department; Health Commission of Guizhou Province","keywords":"Diabetic retinopathy; Medicine; Pathophysiology; Pathogenesis; Disease; Diabetes mellitus; Neurodegeneration; Neurovascular bundle; Blindness; Oxidative stress; Bioinformatics; Inflammation; Neuroscience; Intensive care medicine; Pathology; Internal medicine; Endocrinology; Biology; Optometry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001708001,0.0003308397,0.001035971,0.0001056469,0.0002721295,0.00001650476,0.0001469041,0.0002207025,0.0000870618],"category_scores_gemma":[0.00003832461,0.0001845786,0.0002031896,0.0001765872,0.0001543194,0.0000118293,0.0002507507,0.0003694543,0.00001919007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646034,"about_ca_system_score_gemma":0.0002113059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005409554,"about_ca_topic_score_gemma":4.470418e-7,"domain_scores_codex":[0.9983706,0.0002403043,0.0004170654,0.0004942347,0.0001002919,0.0003775171],"domain_scores_gemma":[0.9994006,0.000191033,0.000136842,0.000145496,0.000006362996,0.0001196498],"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":[0.00006463299,0.0001050345,0.0006151831,0.001297513,0.0001033573,0.0001803317,0.00002710624,9.897795e-9,0.00000816735,0.0001042519,0.0005826869,0.9969117],"study_design_scores_gemma":[0.0005523745,0.0004604578,0.0005737347,0.0005954202,0.0002961873,0.00009579712,0.0004230793,0.000002835402,0.000002143763,0.00388746,0.9928309,0.0002795876],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005590561,0.9959317,0.00004740173,0.00001784667,0.000757348,0.0007224727,0.00003187959,0.00002045537,0.001911813],"genre_scores_gemma":[0.000470962,0.9946058,0.003464887,0.0001040323,0.00001534041,0.0003075436,0.0004566124,0.00002431293,0.0005504404],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9966322,"threshold_uncertainty_score":0.7526898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749498059929542,"score_gpt":0.3023873209909061,"score_spread":0.2548923403916107,"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."}}