{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001072178,0.00005945693,0.0001939004,0.00007200626,0.00002101262,0.00001386556,0.00005385425,0.0000232914,0.0004798615],"category_scores_gemma":[0.000667387,0.00004860158,0.0001892121,0.0001244097,0.00002438793,0.00008432929,0.00001116738,0.0001436265,0.00002579567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002454652,"about_ca_system_score_gemma":0.0001955964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.672158e-7,"about_ca_topic_score_gemma":6.396402e-8,"domain_scores_codex":[0.9992779,0.00002651277,0.0002676198,0.00005895255,0.0002862239,0.00008274872],"domain_scores_gemma":[0.9989828,0.00002431787,0.000109714,0.00006102195,0.0001842583,0.0006378117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00147754,0.0003994742,0.9317002,0.0001235211,0.0001013363,0.003286285,0.0002087202,0.000004120914,0.006093274,0.0004515495,0.02418967,0.03196426],"study_design_scores_gemma":[0.002324983,0.0007054663,0.5093819,0.0003235943,0.00029352,0.000004289104,0.0001308498,0.0004726792,0.004294741,0.0009164262,0.4809537,0.0001978375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153041,0.00146322,0.002170473,0.07645287,0.0002642215,0.0001883498,0.00002060014,0.00008122517,0.004054929],"genre_scores_gemma":[0.9857252,0.0001603191,0.000580067,0.01318726,0.000121608,0.000001152289,0.000003118641,0.000009205253,0.0002120709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.456764,"threshold_uncertainty_score":0.5254146,"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."}}