{"id":"W3160234165","doi":"10.2139/ssrn.3727315","title":"Outreach Screening to Address Demographic and Economic Barriers to Diabetic Retinopathy Care in Rural China","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Outreach; China; Diabetic retinopathy; Medicine; Economic growth; Business; Optometry; Development economics; Environmental health; Diabetes mellitus; Family medicine; Political science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.001146306,0.0002050704,0.0004982658,0.0004088027,0.000205912,0.00009773268,0.0002675174,0.0001187297,0.00003119813],"category_scores_gemma":[0.0001127467,0.000196842,0.0001102478,0.0003093448,0.00002195918,0.0001723018,0.00007239952,0.001121077,0.00007301885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007525657,"about_ca_system_score_gemma":0.0004126247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002706071,"about_ca_topic_score_gemma":0.004068679,"domain_scores_codex":[0.9970369,0.00004198745,0.0007168989,0.0003775358,0.00004737206,0.001779293],"domain_scores_gemma":[0.9988076,0.000008498185,0.0001912487,0.0001533173,0.00001845787,0.0008208465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001131158,0.000009123727,0.9184273,0.00006591045,0.00008312421,0.00000959041,0.00983468,0.0005247883,0.00001989365,0.02544512,0.00004080936,0.04542655],"study_design_scores_gemma":[0.004816129,0.004588091,0.881964,0.0004299507,0.00001869811,0.0003387155,0.05443322,0.001849541,0.00005352362,0.03334362,0.01608961,0.002074875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840829,0.007855938,0.0007302302,0.006082692,0.0002561491,0.0003625264,0.00004118916,0.00002148047,0.0005669026],"genre_scores_gemma":[0.9977074,0.00106519,0.0000872705,0.000689568,0.000317603,0.00001939663,0.000004186085,0.00003925473,0.00007012121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04459854,"threshold_uncertainty_score":0.8026985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01020386846570031,"score_gpt":0.2202953385749548,"score_spread":0.2100914701092545,"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."}}