{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007835426,0.00009596297,0.0001819937,0.0003028856,0.0001189609,0.00004238106,0.000121391,0.00005239863,0.0002200105],"category_scores_gemma":[0.0002457385,0.00005786401,0.00003828847,0.0007673432,0.0002447693,0.0005064451,0.00007637299,0.00009395368,0.0002015423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003747972,"about_ca_system_score_gemma":0.00008613303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001522037,"about_ca_topic_score_gemma":0.000002447943,"domain_scores_codex":[0.9987873,0.00001886205,0.0001407804,0.0003604771,0.0003959753,0.000296564],"domain_scores_gemma":[0.9993734,0.00008312659,0.00003524264,0.0002667966,0.00007571066,0.0001657097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007859735,0.00005733277,0.5886102,0.00001441847,0.00000325652,0.00003381511,0.0002202055,1.422015e-7,0.3313462,0.00009747127,0.00002715514,0.07951114],"study_design_scores_gemma":[0.001511074,0.0004313664,0.975818,0.0004334192,0.00001044388,0.00002037252,0.0002365434,0.0001285044,0.01564514,0.00004888728,0.005572208,0.0001440231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947745,0.0004938577,0.0006946009,0.001851106,0.000122376,0.0001155362,0.00000250433,0.00002362879,0.001921873],"genre_scores_gemma":[0.9980587,0.0003118258,0.0003422135,0.0006054144,0.00002544592,0.000001468823,2.760461e-7,0.000006225829,0.0006484702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3872078,"threshold_uncertainty_score":0.2590486,"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."}}