{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009614592,0.0001423045,0.0006547821,0.0007127388,0.00005379142,0.0000284168,0.0001400487,0.0001346289,0.0001188823],"category_scores_gemma":[0.001515075,0.0001326954,0.0002638924,0.0008018368,0.00009444945,0.00009250757,0.00002827438,0.0005316996,0.00000248721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008484862,"about_ca_system_score_gemma":0.0001517614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001409894,"about_ca_topic_score_gemma":8.941181e-8,"domain_scores_codex":[0.9984208,0.000138127,0.0006330501,0.0002086655,0.0002312484,0.0003680663],"domain_scores_gemma":[0.998565,0.0003256181,0.0003848111,0.0001635512,0.000339303,0.0002217745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002024927,0.0002475091,0.9175497,0.0001469399,0.0002294207,0.03040133,0.0004346286,0.00002072753,0.04606052,0.00003088168,0.0004307387,0.004245113],"study_design_scores_gemma":[0.005797046,0.001720016,0.6221343,0.001194302,0.0004165125,0.2668273,0.0007830546,0.0001740787,0.0987455,0.0007389041,0.001043019,0.0004259783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958092,0.001325011,0.001081069,0.000977195,0.0002125295,0.00007969562,0.00001439698,0.000004072761,0.0004968476],"genre_scores_gemma":[0.9738003,0.00002055368,0.02564142,0.0001230553,0.0001904022,0.000003554131,0.00001228456,0.00002113727,0.0001872861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2954154,"threshold_uncertainty_score":0.5411162,"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."}}