{"id":"W3171601563","doi":"10.1097/der.0000000000000751","title":"Contact Allergens in Prescription Topical Ophthalmic Medications","year":2021,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Benzalkonium chloride; Active ingredient; Allergen; Allergy; Sodium metabisulfite; Dermatology; Bacitracin; Pharmacology; Antibiotics; Microbiology; Food science; Immunology; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004463462,0.00009335362,0.000222145,0.00007604348,0.00004316173,0.00002743498,0.0000520119,0.00007382832,0.002293899],"category_scores_gemma":[0.00009609449,0.00009253337,0.00007329946,0.0001569922,0.00001948239,0.0001269369,0.00003405045,0.0001544118,0.0001254741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006134735,"about_ca_system_score_gemma":0.0001320253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097521,"about_ca_topic_score_gemma":0.0004880497,"domain_scores_codex":[0.999106,0.00004811821,0.000303117,0.0001635819,0.0002012717,0.0001779034],"domain_scores_gemma":[0.9994884,0.00004399672,0.00003890321,0.0002461123,0.00008075962,0.0001017857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002977967,0.001575967,0.5671275,0.0008547026,0.0005448136,0.01172323,0.007202751,0.00002263456,0.03475164,0.03638734,0.2874673,0.05231239],"study_design_scores_gemma":[0.0009349995,0.00002824341,0.8767519,0.0001658506,0.00002080817,0.0009106238,0.0002497761,0.0004101577,0.001771024,0.0002382476,0.1184232,0.00009515179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9274061,0.001442665,0.0003365469,0.03209077,0.0003658512,0.0002352349,0.00001711432,0.00007169291,0.03803397],"genre_scores_gemma":[0.9930828,0.0007385306,0.000561837,0.00376125,0.0001049779,0.00003942749,0.0001427801,0.00001066753,0.001557757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3096244,"threshold_uncertainty_score":0.9986181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0182674764704257,"score_gpt":0.2730712066475526,"score_spread":0.2548037301771269,"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."}}