{"id":"W4213108468","doi":"10.21065/1925-7430.12.1","title":"PREDICTORS OF LATE PRESENTATION OF DIABETIC RETINOPATHY: A MISSED OPPORTUNITY FOR HEALTH SYSTEMS IN PAKISTAN","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Applied Sciences","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetic retinopathy; Visual impairment; Blindness; Medicine; Presentation (obstetrics); Diabetes mellitus; Socioeconomic status; Retinopathy; Optometry; Pediatrics; Environmental health; Surgery; Endocrinology; Psychiatry","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":[0.0005443286,0.0002142609,0.0002605094,0.0005929583,0.001315417,0.0009622468,0.000437176,0.000437067,0.002650984],"category_scores_gemma":[0.002706174,0.0002287645,0.0002849819,0.0009349542,0.0003761947,0.0009731803,0.000913945,0.001193592,0.0001949746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109963,"about_ca_system_score_gemma":0.002125401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04815175,"about_ca_topic_score_gemma":0.05989883,"domain_scores_codex":[0.9993974,0.0001217022,0.00006054763,0.00007591536,0.00009425213,0.0002502307],"domain_scores_gemma":[0.998246,0.000256156,0.0006589579,0.00004100451,0.0002638742,0.0005341322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002172774,0.0000344013,0.9962276,0.00001437525,0.000007274712,0.0002891262,0.0004612179,0.00002371059,0.00003405022,0.00007779877,0.0003779636,0.002430672],"study_design_scores_gemma":[0.000003374213,0.00006982753,0.9911687,0.00006811208,0.00001596189,0.0006917638,0.006680646,0.0003861047,0.00005421897,0.0001930577,0.0006549279,0.00001319272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965402,0.0002479987,0.00007375229,0.00186262,0.00002266566,0.000008382258,0.0002455219,0.000002288954,0.00099657],"genre_scores_gemma":[0.9996442,0.0001038242,0.00003704257,0.00006710978,0.000009883742,0.000002354689,0.00005556369,5.97837e-7,0.00007944518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04815175,"threshold_uncertainty_score":0.095743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03896173999633031,"score_gpt":0.325810808028298,"score_spread":0.2868490680319677,"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."}}