{"id":"W4402989724","doi":"10.1177/24741264241286682","title":"Photoreceptor Characteristics in Diabetic Retinopathy vs Controls Using Adaptive Optics Imaging: Systematic Review","year":2024,"lang":"en","type":"review","venue":"Journal of VitreoRetinal Diseases","topic":"Retinal Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Diabetic retinopathy; Adaptive optics; Ophthalmology; Medicine; Optometry; Optics; Diabetes mellitus; Physics; Endocrinology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005865502,0.00104305,0.008424681,0.0007094427,0.00005919186,0.0001500712,0.0003961004,0.0001727425,0.0001025921],"category_scores_gemma":[0.001914183,0.0006615227,0.00311913,0.000646669,0.0002026361,0.0001650346,0.0001186682,0.0009210101,0.00007842991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008972628,"about_ca_system_score_gemma":0.001523576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000346158,"about_ca_topic_score_gemma":1.220654e-7,"domain_scores_codex":[0.9934102,0.0006987477,0.003653703,0.0005366333,0.001114557,0.0005861336],"domain_scores_gemma":[0.9943269,0.0004588686,0.003195632,0.0005655373,0.0006212699,0.0008318112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004574633,0.00087772,0.0005465505,0.9781832,0.001401833,0.01124726,0.00001567057,9.212097e-8,0.000001237902,0.00006527048,0.0003491845,0.006854597],"study_design_scores_gemma":[0.0007992859,0.0007058388,0.0001570249,0.8777858,0.1127606,0.002834445,0.0000319203,0.0001229009,3.219643e-7,0.00005506671,0.004279526,0.0004673061],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002875914,0.9950055,0.00001031855,0.00008267246,0.0006029912,0.003270589,0.0006335882,0.00002914996,0.00007752821],"genre_scores_gemma":[0.001687305,0.9966762,0.0002314103,0.0002623498,0.0005684854,0.0001359749,0.000158068,0.0001804527,0.00009974063],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1113587,"threshold_uncertainty_score":0.9995836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873444356206913,"score_gpt":0.347775788855108,"score_spread":0.3190413452930388,"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."}}