{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005498825,0.0001005142,0.0001932184,0.0002896384,0.0001109881,0.00008194287,0.00005991251,0.00005471078,0.00002647207],"category_scores_gemma":[0.0001649969,0.00006250545,0.0000132486,0.0004474256,0.0003989001,0.0003640183,0.000101496,0.00008079213,0.000008408532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002188874,"about_ca_system_score_gemma":0.00003845369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008893675,"about_ca_topic_score_gemma":0.00000155735,"domain_scores_codex":[0.9990125,0.00001765475,0.0001432008,0.000342806,0.0002487183,0.0002351312],"domain_scores_gemma":[0.9994795,0.00008218497,0.00003783542,0.000168774,0.00004504571,0.0001866849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005730758,0.0000191478,0.8614174,0.0000281416,0.000002982934,0.00001768217,0.0001264456,7.121678e-9,0.05727282,0.00009843922,0.000004508718,0.08095519],"study_design_scores_gemma":[0.001190479,0.0002631784,0.993781,0.0003000566,0.0000105908,0.00002739705,0.00008003289,0.000130586,0.001736194,0.0000247287,0.002349781,0.000105995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977146,0.0003507412,0.00009924352,0.001179487,0.00007410526,0.0001081571,0.00000735774,0.00001196573,0.0004543813],"genre_scores_gemma":[0.9982591,0.0008573954,0.0002669928,0.0002635415,0.00002331571,0.000001421091,6.738056e-7,0.000005399253,0.0003221273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1323636,"threshold_uncertainty_score":0.2548898,"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."}}