{"id":"W2064738737","doi":"10.4103/0974-9233.129767","title":"Blindness and cataract surgical services in Atsinanana region, Madagascar","year":2014,"lang":"en","type":"article","venue":"Middle East African Journal of Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Cataract surgery; Visual impairment; Blindness; Incidence (geometry); Population; Optometry; Eye care; Refractive error; Eye examination; Ophthalmology; Eye disease; Visual acuity; Environmental health","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":[0.0007232354,0.0002248327,0.0008459578,0.0003890027,0.00009202849,0.00001235395,0.0001684769,0.0001789215,0.000073505],"category_scores_gemma":[0.00009268441,0.0001748225,0.0001240569,0.0003060673,0.0003454583,0.0001440541,0.00009076195,0.0004395998,0.0000104602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004878921,"about_ca_system_score_gemma":0.00007118728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000478947,"about_ca_topic_score_gemma":0.00000240077,"domain_scores_codex":[0.9982205,0.0002972024,0.0006267152,0.0002516457,0.0002056442,0.000398314],"domain_scores_gemma":[0.9988013,0.0001788362,0.0003810098,0.0001955045,0.0001992163,0.0002441472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001653699,0.0008488842,0.9806177,0.0001971262,0.0001365232,0.0140894,0.001495369,0.000005568492,0.00004583285,0.0002674126,0.00005480414,0.0005876509],"study_design_scores_gemma":[0.003274651,0.005636445,0.7150956,0.0002937809,0.0001116663,0.2711193,0.002865455,0.00006207385,0.00002182489,0.0005078982,0.00084394,0.0001672892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920847,0.001464389,0.000007469746,0.001785336,0.0002902942,0.0001210064,0.000001645704,0.000007181528,0.004237998],"genre_scores_gemma":[0.9988533,0.00004257337,0.0001693195,0.00007306786,0.0002910368,0.000003643329,0.000003156827,0.00001912688,0.0005447436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2655221,"threshold_uncertainty_score":0.7129056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05072666358894649,"score_gpt":0.3105107784747749,"score_spread":0.2597841148858284,"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."}}