{"id":"W2943750667","doi":"10.1097/der.0000000000000477","title":"Screening for Gold Sensitization in Consecutive Eczema Patients: Prevalence, Relevance, and Sources of Exposure","year":2019,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sensitization; Dermatology; Gold standard (test); Relevance (law); Skin sensitization; Internal medicine; Immunology","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":[0.00005782582,0.00009148585,0.0002554493,0.0001097315,0.00001853009,0.00001275748,0.0000270347,0.00005324713,0.00004012515],"category_scores_gemma":[0.0001150102,0.00008650874,0.00003778175,0.00009411639,0.00003731233,0.0001631668,0.00002143323,0.00005472478,0.000003236617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001259952,"about_ca_system_score_gemma":0.00001867848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003196095,"about_ca_topic_score_gemma":0.00004337169,"domain_scores_codex":[0.9993063,0.00002600229,0.0002818257,0.0001354257,0.0001263905,0.0001240543],"domain_scores_gemma":[0.9994029,0.0002045581,0.0001227732,0.0001101682,0.0001251051,0.00003445688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002928161,0.00004360437,0.9892756,0.001276792,0.00002717516,0.000005903424,0.00147231,0.00002370153,0.0003013201,0.0004912981,0.00177447,0.005278524],"study_design_scores_gemma":[0.002734976,0.0002143154,0.9899334,0.001145776,0.00002435922,0.00002316574,0.0003593044,0.0009849581,0.001571651,0.0001102634,0.002794106,0.0001036969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963415,0.0005253818,0.0002262679,0.0005558275,0.00005612176,0.0007063023,0.0000695126,0.00001478785,0.001504339],"genre_scores_gemma":[0.9971842,0.0003740298,0.00115453,0.0006504304,0.00001865837,0.00001939404,0.0000525701,0.00001158553,0.0005346628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005174827,"threshold_uncertainty_score":0.3527724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008305880963629511,"score_gpt":0.2271527213679864,"score_spread":0.2188468404043569,"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."}}