{"id":"W3198626164","doi":"","title":"Impact of Contact Lens Wear on Epithelial Alterations in Keratoconus","year":2019,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Keratoconus; Contact lens; Ophthalmology; Optometry; Medicine; Cornea","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":[0.0002300494,0.0002014554,0.0003228505,0.0005407759,0.0004529184,0.0007122756,0.0001398031,0.000316023,0.002708223],"category_scores_gemma":[0.001749773,0.00009647069,0.0004436126,0.0005226022,0.0002557813,0.000267917,0.0002462357,0.0002993916,0.00014019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004019436,"about_ca_system_score_gemma":0.0003350363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005728913,"about_ca_topic_score_gemma":0.005854685,"domain_scores_codex":[0.9996907,0.00007466522,0.00003351409,0.00003102238,0.00008358974,0.00008664976],"domain_scores_gemma":[0.9990163,0.000422243,0.0002064312,0.00005702698,0.000143417,0.0001546805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03621252,0.0007744262,0.8554894,0.0003550788,0.0006055487,0.004373879,0.0006738885,0.000348318,0.05864304,0.0001436492,0.0004710568,0.04190906],"study_design_scores_gemma":[0.00001254863,0.0008615343,0.9969624,0.000006706951,0.00006055682,0.0004081476,0.0002183182,0.00006975413,0.001183921,0.00001910286,0.0001922228,0.000004875448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985237,0.0007600689,0.00001424454,0.00002296853,0.00001063088,0.00000391795,0.00009226135,0.000002375911,0.0005699725],"genre_scores_gemma":[0.9996257,0.0001249626,0.000008916237,0.00000859172,0.000006461602,8.387296e-7,0.00004131454,8.805223e-7,0.0001823208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005728913,"threshold_uncertainty_score":0.0113911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04462537903929057,"score_gpt":0.3672720472485841,"score_spread":0.3226466682092936,"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."}}