{"id":"W2980904487","doi":"10.1097/der.0000000000000513","title":"Patch Test Practice Patterns of Members of the American Contact Dermatitis Society","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; Reimbursement; Test (biology); Patch testing; Allergic contact dermatitis; Patch test; Contact dermatitis; Family medicine; Payment; Dermatology; Allergy; Health care; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001157919,0.0001242776,0.0001472625,0.001087324,0.000452505,0.0006536227,0.0003449599,0.0004671586,0.003456945],"category_scores_gemma":[0.00571437,0.0001181821,0.0002361257,0.0008696065,0.0003663466,0.0005758678,0.0006016865,0.0003150861,0.0004178263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004925278,"about_ca_system_score_gemma":0.0005244201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004767901,"about_ca_topic_score_gemma":0.00577978,"domain_scores_codex":[0.9983764,0.000459593,0.0001938828,0.0002453569,0.0005486641,0.0001761248],"domain_scores_gemma":[0.9929969,0.001516029,0.003060946,0.000213523,0.001095931,0.00111671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003147669,0.00005667453,0.9901075,0.0000190859,0.00001752249,0.0001054755,0.001063225,0.00004362865,0.0003243881,0.00003449076,0.0007389389,0.007457532],"study_design_scores_gemma":[0.000005214809,0.0001962532,0.9905882,0.00005481095,0.00001138664,0.001545945,0.005003349,0.0003943693,0.0001847419,0.00004660582,0.001958979,0.0000101529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969196,0.0002941294,0.0001026174,0.0003625909,0.00001097946,0.00001385254,0.0001304106,0.000008721576,0.002157156],"genre_scores_gemma":[0.9991838,0.0001867364,0.0001139218,0.0001230094,0.00001022642,0.000008525837,0.00008787115,0.000002757007,0.0002830773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004767901,"threshold_uncertainty_score":0.01156467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007901180759590579,"score_gpt":0.2526322232709907,"score_spread":0.2447310425114001,"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."}}