{"id":"W2916390124","doi":"10.1016/j.jtos.2019.02.011","title":"Prevalence of dry eye disease in Ontario, Canada: A population-based survey","year":2019,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Takeda (Canada); University of Toronto; University of Waterloo; North Toronto Eye Care","funders":"Shire","keywords":"Geography; Optometry; Population; Disease; Medicine; Demography; Environmental health; Pathology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005204803,0.0001476501,0.0002889643,0.00002829523,0.00002955492,0.000006679401,0.000168754,0.00004715867,0.0005211345],"category_scores_gemma":[0.00009550317,0.0001110786,0.00008472737,0.0001814668,0.00002219023,0.00004750286,0.00003180531,0.0002189744,0.00002565328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297555,"about_ca_system_score_gemma":0.001868104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9831911,"about_ca_topic_score_gemma":0.982339,"domain_scores_codex":[0.9986091,0.0001937488,0.0002669871,0.0002355132,0.0004557624,0.0002389384],"domain_scores_gemma":[0.9988304,0.0001373092,0.00009426293,0.0007335046,0.0000906089,0.0001139268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002306877,0.00006378146,0.9915859,0.0001699259,0.00002837578,0.00002329357,0.00006012596,0.007399209,0.0003918324,0.00001806309,0.000009668658,0.00001917349],"study_design_scores_gemma":[0.0007498799,0.00003929742,0.9961326,0.0001842269,0.00006188216,3.813324e-8,0.00001742656,0.001992622,0.0004244625,0.000009254801,0.0002654861,0.0001227932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980687,0.0005664621,0.00001770729,0.0004172823,0.0001251034,0.000584742,0.00003332546,0.00001285383,0.0001738462],"genre_scores_gemma":[0.9959018,0.000008404204,0.00007992637,0.0003512794,0.000005324051,0.000003146938,0.00006022633,0.00001943851,0.00357048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005406586,"threshold_uncertainty_score":0.5706058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075823778177186,"score_gpt":0.2288753476895863,"score_spread":0.2181171099078145,"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."}}