{"id":"W2954149294","doi":"10.1080/09286586.2019.1639199","title":"Pediatric Case Finding in Madagascar: A Controlled, Prospective Population-based Assessment of Key Informant Productivity and Cost","year":2019,"lang":"en","type":"article","venue":"Ophthalmic Epidemiology","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Outreach; Medicine; Visual impairment; Blindness; Population; Family medicine; Visual acuity; Attendance; Pediatrics; Optometry; Psychiatry; Environmental health; Ophthalmology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002307709,0.0005502745,0.0003730825,0.001289449,0.0008669816,0.0009361432,0.0008686247,0.0007099914,0.001820098],"category_scores_gemma":[0.009361429,0.0004568571,0.000460681,0.001529714,0.001031046,0.001024404,0.0008885179,0.0006147516,0.0001966062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002113212,"about_ca_system_score_gemma":0.001303855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02505097,"about_ca_topic_score_gemma":0.01674978,"domain_scores_codex":[0.9970521,0.001704278,0.0001601159,0.0003162897,0.0004413876,0.0003257685],"domain_scores_gemma":[0.9935374,0.001848743,0.003509437,0.0002718601,0.0003620272,0.0004704369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0004378812,0.0008428733,0.992757,0.00007895452,0.00006594827,0.0003328106,0.00181861,0.00005845207,0.0001735378,0.00002858561,0.0002817441,0.003123461],"study_design_scores_gemma":[0.0001063447,0.00188466,0.994858,0.00002305669,0.00004235854,0.0003096321,0.002161648,0.0002312796,0.00006600552,0.00001482449,0.0002911784,0.00001104768],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994521,0.0000660666,0.00003202618,0.00003640907,0.000002074146,0.00009973391,0.0001448505,0.000002610785,0.0001641567],"genre_scores_gemma":[0.9991639,0.00009634933,0.0001664751,0.00005817907,0.000006152379,0.0002575556,0.0001878556,0.00000140463,0.00006211727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02505097,"threshold_uncertainty_score":0.04981029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855358383660373,"score_gpt":0.3659297412942578,"score_spread":0.337376157457654,"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."}}