{"id":"W4394688175","doi":"10.1111/cod.14563","title":"Causative allergens of eyelid dermatitis in Greece","year":2024,"lang":"en","type":"article","venue":"Contact Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermatology; Eyelid; Medicine; Allergic contact dermatitis; Allergy; Patch testing; Contact dermatitis; Immunology; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001445348,0.0002828557,0.0006685061,0.0004521097,0.00004640175,0.00006766946,0.0001390851,0.0001371681,0.001583694],"category_scores_gemma":[0.000108088,0.0002626024,0.0002265208,0.0004777121,0.00006830475,0.0004250336,0.00006836085,0.0003270738,0.0002360589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001535243,"about_ca_system_score_gemma":0.0002433931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007071898,"about_ca_topic_score_gemma":0.001276501,"domain_scores_codex":[0.9980435,0.00007870711,0.0007939074,0.000314472,0.0003829476,0.000386453],"domain_scores_gemma":[0.999009,0.0002338396,0.0001042884,0.0003629968,0.0001333148,0.0001565969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001250418,0.001026625,0.1870402,0.01237686,0.002518208,0.0228382,0.04570589,0.00006073748,0.04109025,0.05064,0.3442617,0.2923163],"study_design_scores_gemma":[0.00204491,0.0002700867,0.8046692,0.004003802,0.0001241851,0.001065432,0.000902043,0.003689123,0.01374789,0.0007921644,0.1681812,0.0005099598],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310203,0.01250714,0.0007637135,0.009754511,0.0009653515,0.0009377606,0.0001804973,0.000295239,0.04357553],"genre_scores_gemma":[0.9946807,0.002234036,0.0003774013,0.001520425,0.0001155773,0.00006081939,0.00007998801,0.00004601403,0.0008850419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.617629,"threshold_uncertainty_score":0.9999826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155710342438036,"score_gpt":0.2742720621717035,"score_spread":0.2587010279278998,"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."}}