{"id":"W2151649188","doi":"10.1016/j.clae.2009.09.006","title":"Demographics of international contact lens prescribing","year":2009,"lang":"en","type":"article","venue":"Contact Lens and Anterior Eye","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Johnson and Johnson Vision Care; Abbott Medical Optics","keywords":"Demographics; Silicone hydrogel; Contact lens; Context (archaeology); Lens (geology); Optometry; Geography; Demography; Medicine; Engineering; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001379372,0.0002033339,0.0004685552,0.0001566944,0.00006672221,0.00003780045,0.0001058046,0.0001152571,0.00009475891],"category_scores_gemma":[0.0000488874,0.0001753825,0.000210555,0.0001007107,0.00003797389,0.0002510229,0.00003584232,0.0002103371,0.000006427382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002331318,"about_ca_system_score_gemma":0.00005106923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004077178,"about_ca_topic_score_gemma":0.00001373495,"domain_scores_codex":[0.998823,0.00002597514,0.0003753511,0.0002799144,0.0002301043,0.0002656165],"domain_scores_gemma":[0.9993225,0.00003112981,0.0001374521,0.0002632542,0.0001448476,0.000100821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003774415,0.0001844233,0.562167,0.00006095462,0.000185714,0.0001312092,0.0003226693,1.73556e-7,0.4211425,0.002294548,0.00005724612,0.01307608],"study_design_scores_gemma":[0.002828388,0.001344772,0.9604208,0.0008539037,0.0001650834,0.00003564345,0.0003041563,0.0002183953,0.009757236,0.00003612237,0.02377469,0.0002607538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905347,0.002250641,0.0001691872,0.001843858,0.000247763,0.0002405266,0.00002772589,0.0000539612,0.004631625],"genre_scores_gemma":[0.9952023,0.002720237,0.0001909442,0.001393957,0.0001260687,0.000002476362,0.00001725253,0.00001712159,0.0003296641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4113852,"threshold_uncertainty_score":0.7151892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681526779898149,"score_gpt":0.2669268220237425,"score_spread":0.2501115542247609,"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."}}