{"id":"W2991744735","doi":"10.1016/j.jtos.2019.12.001","title":"Cytomorphological assessment of the lid margin in relation to symptoms, contact lens wear and lid wiper epitheliopathy","year":2019,"lang":"en","type":"article","venue":"The Ocular Surface","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Medicine; Conjunctiva; Eyelid; Asymptomatic; Ophthalmology; Lens (geology); Surgery; Pathology; Optics","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":[0.0003572895,0.0001984069,0.0002051868,0.001726632,0.0003203853,0.0003722879,0.0001985396,0.0004129146,0.00192863],"category_scores_gemma":[0.002097952,0.0001518464,0.0002344142,0.0005705848,0.0004319793,0.0003371615,0.0002964233,0.0004373846,0.000205835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730732,"about_ca_system_score_gemma":0.0002068179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001766454,"about_ca_topic_score_gemma":0.001827488,"domain_scores_codex":[0.9997787,0.00004472787,0.00003533737,0.00003228289,0.00006127514,0.0000478069],"domain_scores_gemma":[0.9990682,0.000313145,0.0002067128,0.00004989319,0.0001415497,0.0002204061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001498538,0.0001102342,0.9411392,0.00006182792,0.00004209331,0.02162533,0.0004504746,0.0001932737,0.02643657,0.0001193888,0.0001879196,0.008135126],"study_design_scores_gemma":[0.000009280283,0.000468417,0.9798304,0.00001178825,0.00001901974,0.01642079,0.0004137946,0.0002552368,0.002124418,0.00004241671,0.0003955044,0.000008878156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957492,0.0006684767,0.0002810795,0.00005335118,0.00002097454,0.00003322801,0.0001306428,0.0000138898,0.003048939],"genre_scores_gemma":[0.9991387,0.0001389719,0.0001355401,0.00002933769,0.0000109239,0.00000532838,0.000055747,0.0000023449,0.0004829457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00192863,"threshold_uncertainty_score":0.006451905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009857217102495744,"score_gpt":0.2554244188771732,"score_spread":0.2455672017746775,"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."}}