{"id":"W3208166573","doi":"10.15353/cjo.v81i3.408","title":"Dry Eye","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Optometry","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canada Research Chairs","keywords":"Medicine; Contact lens; Blepharitis; Logistic regression; Epidemiology; Pediatrics; Internal medicine; Ophthalmology; Dermatology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001685485,0.00006868545,0.000217826,0.0004520716,0.00002423652,0.00001991244,0.00009251935,0.00006609022,0.001487926],"category_scores_gemma":[0.00005753595,0.00005843983,0.0001315285,0.0002719872,0.00001920471,0.00009362437,0.000003773681,0.0002545217,0.0003802297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177758,"about_ca_system_score_gemma":0.0009601121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002783006,"about_ca_topic_score_gemma":0.0001470536,"domain_scores_codex":[0.9993762,0.00001248321,0.0001830986,0.00006318194,0.000156125,0.0002088875],"domain_scores_gemma":[0.9989609,0.00001495358,0.00008026071,0.0001448422,0.0001509832,0.0006480489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001341076,0.000006605538,0.9972626,0.00002094278,0.00006380771,0.0003344041,0.00005352503,0.000002732165,0.0007285659,0.00004348979,0.0002231903,0.001246735],"study_design_scores_gemma":[0.0007660587,0.0002132244,0.9470911,0.0001313981,0.00004942985,0.00003100913,0.0002208058,0.00001115514,0.0008906608,0.00000542419,0.05051477,0.00007498028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871774,0.001495964,0.00004622931,0.000769172,0.0005838286,0.00006059605,0.000002980105,0.000003050094,0.009860791],"genre_scores_gemma":[0.9952157,0.00001521284,0.0004375761,0.0008337632,0.0001588413,1.21183e-7,0.000001198132,0.00001321399,0.003324399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05029158,"threshold_uncertainty_score":0.9994249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007261742986562865,"score_gpt":0.2795249587211563,"score_spread":0.2722632157345934,"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."}}