{"id":"W2994957823","doi":"10.2196/16345","title":"Smartphone-Guided Algorithms for Use by Community Volunteers to Screen and Refer People With Eye Problems in Trans Nzoia County, Kenya: Development and Validation Study","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen Elizabeth Diamond Jubilee Trust; Wellcome Trust","keywords":"Referral; Outreach; Medicine; Algorithm; Eye care; Gold standard (test); Optometry; Family medicine; Computer science","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":[0.005556218,0.0007470214,0.0004267081,0.000777552,0.0003989247,0.0007264394,0.0008577094,0.0006248225,0.001357447],"category_scores_gemma":[0.01620249,0.0003561474,0.0005556695,0.0003312452,0.0004198886,0.0006142202,0.000697226,0.0004429617,0.0006344077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007612184,"about_ca_system_score_gemma":0.001475791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008526254,"about_ca_topic_score_gemma":0.01652003,"domain_scores_codex":[0.9979938,0.001043284,0.0002487798,0.0002205354,0.0003695647,0.0001240886],"domain_scores_gemma":[0.9945673,0.002159564,0.0005460733,0.0003123779,0.002162595,0.0002520879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004453268,0.008427904,0.6759772,0.002981916,0.0006081812,0.001168058,0.009579931,0.003831832,0.01324837,0.0006639163,0.00754012,0.2715192],"study_design_scores_gemma":[0.001991455,0.01916866,0.9000595,0.001719291,0.0009501921,0.002941329,0.007083212,0.03902725,0.009742985,0.0004274456,0.01665532,0.0002332128],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895126,0.0002104146,0.002586076,0.0001207008,0.00003277952,0.004938368,0.0009617075,0.0001791782,0.001458191],"genre_scores_gemma":[0.9535989,0.0005098082,0.03580457,0.0002002945,0.00001703403,0.005840475,0.002656785,0.00003735418,0.00133479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008526254,"threshold_uncertainty_score":0.02938437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135242601997551,"score_gpt":0.4194802027076887,"score_spread":0.3059559425079336,"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."}}