{"id":"W3129386639","doi":"10.4103/ijo.ijo_3716_20","title":"Capacity building for diabetic retinopathy screening by optometrists in India","year":2021,"lang":"en","type":"article","venue":"Indian Journal of Ophthalmology","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diabetic retinopathy; Referral; Optometry; Excellence; Ophthalmology; Population; Blindness; Family medicine; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002836595,0.0003453353,0.0001863014,0.001445266,0.001516359,0.001484189,0.003346576,0.0006787879,0.009535861],"category_scores_gemma":[0.005942663,0.0003172198,0.0005158463,0.0007391537,0.0006356048,0.0008036508,0.004691285,0.001178832,0.0008713927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00368099,"about_ca_system_score_gemma":0.02764374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03543405,"about_ca_topic_score_gemma":0.04323925,"domain_scores_codex":[0.9967633,0.001073482,0.00012396,0.0001495845,0.000428156,0.001461554],"domain_scores_gemma":[0.9912595,0.0009499261,0.0008678333,0.0003416347,0.00109939,0.005481625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009438305,0.007286054,0.5113251,0.002408356,0.0001446093,0.006292551,0.02023701,0.007262717,0.007320907,0.01219174,0.04969696,0.3748901],"study_design_scores_gemma":[0.0003899833,0.00324072,0.8146752,0.002279294,0.0001389763,0.003873984,0.06289639,0.01235883,0.003252452,0.004398817,0.0922645,0.0002308771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230604,0.0020845,0.00242062,0.01597095,0.0004774662,0.002216826,0.0008552814,0.0004033849,0.05251062],"genre_scores_gemma":[0.9936016,0.0005232814,0.002282444,0.0007709231,0.00008638702,0.0003137179,0.0001671486,0.000009653657,0.002244819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03543405,"threshold_uncertainty_score":0.07045561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655979820547002,"score_gpt":0.3264716819913766,"score_spread":0.2999118837859066,"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."}}