{"id":"W3016737052","doi":"10.22374/jded.v2i1(sp","title":"A Dry Eye University Discussion about Dry Eye Related to Allergies, Exposure, and Contact Lens Wear","year":2020,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contact lens; Optometry; Dry eyes; Medicine; Focus (optics); Ophthalmology; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000191651,0.0002513959,0.000545095,0.0001486324,0.0001423093,0.00003987174,0.0001760572,0.0001219802,0.0001869649],"category_scores_gemma":[0.0002238179,0.000179593,0.0003433138,0.0002587157,0.00004705131,0.0004134664,0.0001145427,0.0005206999,0.0000582105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001178928,"about_ca_system_score_gemma":0.0003907996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002150902,"about_ca_topic_score_gemma":0.000009209502,"domain_scores_codex":[0.9982892,0.0001452225,0.0004530062,0.0002911166,0.000507526,0.0003139821],"domain_scores_gemma":[0.9978122,0.00003605473,0.0002656654,0.0002725696,0.0001936075,0.001419918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003403089,0.0002361404,0.9843907,0.000117345,0.000327512,0.002847152,0.001485231,0.00002718945,0.005861278,0.00006487592,0.00008988366,0.001149603],"study_design_scores_gemma":[0.004413366,0.0009914627,0.9620172,0.0005797044,0.0006507528,1.80572e-7,0.002533296,0.0001254471,0.0002104865,0.000034639,0.02818917,0.0002542812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843854,0.002184083,0.0001051027,0.01230382,0.000206,0.0002828013,0.00004355378,0.00004313827,0.0004460631],"genre_scores_gemma":[0.9947988,0.0009929992,0.0002358568,0.001566338,0.0001736748,5.463052e-7,0.00001600035,0.00003475146,0.00218108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02809928,"threshold_uncertainty_score":0.732359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009877944960896301,"score_gpt":0.2416512357298524,"score_spread":0.2317732907689561,"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."}}