{"id":"W2473139227","doi":"10.1097/opx.0000000000000919","title":"Lid Wiper Epitheliopathy in Soft Contact Lens Wearers","year":2016,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Contact lens; Sodium fluorescein; Medicine; Ophthalmology; Refractive error; Fluorescein; Visual acuity; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006448649,0.0002413757,0.0002747434,0.0008116215,0.00025488,0.0003835888,0.0001446333,0.0003568556,0.00155839],"category_scores_gemma":[0.002655923,0.0001647541,0.0003356748,0.0003727722,0.0002670371,0.0004492077,0.0003039649,0.0002478163,0.0002212094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002941781,"about_ca_system_score_gemma":0.000167262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001684213,"about_ca_topic_score_gemma":0.002745048,"domain_scores_codex":[0.9995713,0.00009765147,0.00005624551,0.00005875536,0.0001660164,0.00005009295],"domain_scores_gemma":[0.9982415,0.0004509274,0.0009058791,0.00005996052,0.0001766074,0.0001651641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009160711,0.0001853292,0.9827734,0.0000774276,0.00005127808,0.0004588381,0.00024783,0.00003715474,0.005871301,0.000005350478,0.00003900942,0.009337094],"study_design_scores_gemma":[0.000008741344,0.0007438178,0.9977661,0.000006236632,0.00001479017,0.0006831351,0.0001704487,0.00006937261,0.000483068,0.000003291009,0.00004865446,0.000002375019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996336,0.0001790308,0.00003342109,0.000004715186,7.905873e-7,0.000007092732,0.0000213096,0.000002180029,0.0001178784],"genre_scores_gemma":[0.9996809,0.0000757614,0.00008317455,0.00001031602,0.000001870442,0.000004253339,0.00002974792,8.824717e-7,0.0001131257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001684213,"threshold_uncertainty_score":0.00521332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293820821429426,"score_gpt":0.3748552095855103,"score_spread":0.361917001371216,"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."}}