{"id":"W2416163040","doi":"10.1097/opx.0000000000000900","title":"Eyelid Margin and Meibomian Gland Characteristics and Symptoms in Lens Wearers","year":2016,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Eyelid; Meibomian gland; Ophthalmology; Contact lens; Medicine; Vascularity; Eyelash; Surgery; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002771195,0.0002220166,0.0002657794,0.0007657114,0.0002336503,0.0003380018,0.0001301788,0.0003109178,0.002109983],"category_scores_gemma":[0.001134506,0.0001520772,0.0002786267,0.0005602191,0.0001952187,0.0003712706,0.0002417972,0.0001859999,0.0002468697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781834,"about_ca_system_score_gemma":0.0001203495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998419,"about_ca_topic_score_gemma":0.002299515,"domain_scores_codex":[0.9998333,0.00003445472,0.00002190556,0.00003651499,0.00004525241,0.00002838204],"domain_scores_gemma":[0.999249,0.0001474694,0.0004023866,0.00003141644,0.00005298358,0.0001166884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011554,0.00002547439,0.9981272,0.0000110415,0.00001236224,0.0001459419,0.00008775279,0.0000115409,0.0005141615,0.000003399992,0.00002154013,0.0009240886],"study_design_scores_gemma":[0.000002197246,0.00008490354,0.9992137,0.000001700593,0.000004947538,0.000471459,0.0001215349,0.00002487092,0.00003935449,0.000002386162,0.00003188799,0.000001074089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999645,0.0001501137,0.0000219262,0.000005202165,9.440945e-7,0.000002996637,0.00005626285,0.000001618885,0.0001159543],"genre_scores_gemma":[0.9997718,0.00003917238,0.00003237529,0.000006207743,0.000002972764,0.000002551473,0.00006194299,5.725703e-7,0.00008249465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002109983,"threshold_uncertainty_score":0.007058561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009701093311646421,"score_gpt":0.3518213756100569,"score_spread":0.3421202822984105,"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."}}