{"id":"W2796280724","doi":"10.1097/der.0000000000000362","title":"The Medical Necessity of Comprehensive Patch Testing","year":2018,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology; Patch testing; Allergen; Allergic contact dermatitis; Contact dermatitis; Cosmetics; Patch test; Allergy; Immunology; Pathology","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":[0.0001954664,0.0002896761,0.001520411,0.00007323248,0.0001986602,0.00004440936,0.0003305292,0.0002668103,0.0003348684],"category_scores_gemma":[0.0006429974,0.0001714762,0.0003806236,0.0002834839,0.0002837861,0.00005192165,0.0001950448,0.0004259642,0.0001400673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004220205,"about_ca_system_score_gemma":0.0005792278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001911683,"about_ca_topic_score_gemma":0.0001174253,"domain_scores_codex":[0.9977587,0.0001782864,0.0009266125,0.0002093619,0.0006565885,0.0002704443],"domain_scores_gemma":[0.9969715,0.001477888,0.0005373614,0.0005124376,0.0003353754,0.0001653991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[5.000956e-7,0.00002164955,0.00006441992,0.0136264,0.0001817449,0.0001710114,0.00004780222,4.825178e-9,4.646849e-8,0.00004881037,0.05845284,0.9273848],"study_design_scores_gemma":[0.000209525,0.00005206661,0.0009764193,0.03208087,0.0003285396,0.001252906,0.00004560031,0.00003280156,0.000001903351,0.00002888214,0.9648387,0.0001517961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000908911,0.9920291,0.00002153568,0.0007906487,0.0003808901,0.0004604527,0.00004375918,0.00005194491,0.0061308],"genre_scores_gemma":[0.0001103692,0.9981031,0.0002388836,0.0007880389,0.0003927189,0.00004193277,0.00007848058,0.00003454644,0.0002118728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.927233,"threshold_uncertainty_score":0.6992596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06935158813830444,"score_gpt":0.3441916810896385,"score_spread":0.2748400929513341,"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."}}