{"id":"W3014079568","doi":"10.1097/der.0000000000000593","title":"Patch Testing Results From the Massachusetts General Hospital Contact Dermatitis Clinic, 2007–2016","year":2020,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Contact dermatitis; Patch test; Patch testing; Dermatology; Allergic contact dermatitis; Allergen; General hospital; Allergy; Pediatrics; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001739421,0.0003735952,0.0006219151,0.00003922453,0.0002844726,0.0002146839,0.0003512801,0.0001637192,0.001180165],"category_scores_gemma":[0.001447779,0.0002797033,0.0002381075,0.0002659351,0.00008749211,0.0003702652,0.0001658104,0.000503746,0.001413018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000581167,"about_ca_system_score_gemma":0.0001936033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002590256,"about_ca_topic_score_gemma":0.000185119,"domain_scores_codex":[0.9972167,0.0001594887,0.001056901,0.0004913897,0.0005529027,0.000522603],"domain_scores_gemma":[0.9974349,0.001001267,0.0003760514,0.000594895,0.0002165061,0.0003764171],"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":[0.00002036854,0.00006812735,0.05611678,0.00005165262,0.0001860953,0.0006936327,0.002988237,0.000004156404,0.0002236425,0.00002762106,0.9237971,0.01582262],"study_design_scores_gemma":[0.003692224,0.0002636142,0.6265106,0.0003925787,0.0001213702,0.0001057905,0.0004955108,0.002960531,0.0006699985,0.00009522882,0.364306,0.000386595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6224416,0.001930327,0.0007464709,0.325544,0.001327077,0.001253989,0.002161619,0.0005755423,0.04401936],"genre_scores_gemma":[0.9213696,0.0005445092,0.002972446,0.07214536,0.001749255,0.00004336515,0.00060127,0.00006035801,0.0005138163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5703937,"threshold_uncertainty_score":0.9999655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02976042613726673,"score_gpt":0.2564786224763003,"score_spread":0.2267181963390336,"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."}}