{"id":"W4205670871","doi":"10.22374/jded.v3i(sp1).21","title":"Cosmetic Blepharitis","year":2020,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blepharitis; Dermatology; Medicine; Ophthalmology; Optometry; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003270089,0.0003463831,0.0003459236,0.0007146182,0.0009220611,0.0008770883,0.0003392294,0.0007864404,0.01716043],"category_scores_gemma":[0.001983594,0.0001309581,0.0006476266,0.000461855,0.0005137819,0.0005667674,0.0004454394,0.001204994,0.003920471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000510952,"about_ca_system_score_gemma":0.0004068761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008588593,"about_ca_topic_score_gemma":0.001045676,"domain_scores_codex":[0.9995133,0.0000602912,0.00004005374,0.0000505859,0.0002357472,0.000100023],"domain_scores_gemma":[0.99937,0.0001365644,0.0001816524,0.000111884,0.00009778696,0.0001020052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007317761,0.0007568099,0.03122079,0.001659059,0.000237047,0.08973401,0.000529337,0.0004536874,0.09476188,0.009095001,0.03271974,0.7381009],"study_design_scores_gemma":[0.00008695541,0.0008273623,0.06245444,0.0004635967,0.0001032957,0.7570642,0.0004525336,0.0008326676,0.01655392,0.002958297,0.1581444,0.00005832134],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4821837,0.07333683,0.0313074,0.01347882,0.004144325,0.0004683552,0.001034283,0.002841689,0.3912046],"genre_scores_gemma":[0.9189184,0.01004274,0.003370143,0.004609713,0.0006406688,0.00006053595,0.0003058574,0.0002589952,0.06179293],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01716043,"threshold_uncertainty_score":0.05740744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243536277475824,"score_gpt":0.304007494397923,"score_spread":0.2796538666503406,"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."}}