{"id":"W4413220718","doi":"10.58931/cect.2025.4261","title":"Unmasking Ocular Rosacea: Diagnostic Challenges and Evolving Management","year":2025,"lang":"en","type":"article","venue":"Canadian Eye Care Today","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"Jewish General Hospital","keywords":"Rosacea; Dermatology; Medicine; Optometry; Ophthalmology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005628198,0.0001472358,0.0002045837,0.0002060689,0.000173768,0.00002511769,0.00004745803,0.00008679117,0.00004444156],"category_scores_gemma":[0.00006613236,0.0001244804,0.00005174634,0.0001019678,0.00003687373,0.00004281606,0.00003199695,0.00009316576,0.00001783326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002877947,"about_ca_system_score_gemma":0.0001288582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003037436,"about_ca_topic_score_gemma":0.01386221,"domain_scores_codex":[0.9992064,0.00002016224,0.00009632663,0.000268433,0.00008454143,0.0003241829],"domain_scores_gemma":[0.99933,0.00005881585,0.00001551756,0.0002317419,0.00005187433,0.0003120782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002934414,0.00007047135,0.1095674,0.002963325,0.001098276,0.006458082,0.007116065,0.00002631143,0.00004811062,0.00823428,0.01720992,0.8471784],"study_design_scores_gemma":[0.002216184,0.0001937269,0.7328269,0.002129939,0.0007626473,0.00001654403,0.00708208,0.00009239095,0.0002005837,0.0001985485,0.2539283,0.0003521142],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3922095,0.3357919,0.00004653264,0.01218937,0.0008568335,0.001526266,0.00002723654,0.0001277519,0.2572246],"genre_scores_gemma":[0.9924007,0.003368751,0.0001373028,0.001094332,0.00006642917,0.00003733343,0.00002810483,0.000015641,0.002851404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8468263,"threshold_uncertainty_score":0.7735437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006559515843133972,"score_gpt":0.2414243380818784,"score_spread":0.2348648222387444,"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."}}