{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001100985,0.0004580061,0.001122071,0.00146817,0.0002949748,0.001050169,0.000815441,0.001374228,0.006408328],"category_scores_gemma":[0.003772812,0.0001856367,0.000803002,0.001027089,0.000549447,0.001477867,0.0005334957,0.002091202,0.001922257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005085919,"about_ca_system_score_gemma":0.001349555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442016,"about_ca_topic_score_gemma":0.002411419,"domain_scores_codex":[0.9992113,0.0002183633,0.0001148571,0.0001009772,0.0003126278,0.00004186055],"domain_scores_gemma":[0.9982525,0.001061832,0.0002107892,0.00007486067,0.0003165609,0.00008353892],"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":[0.00004455527,0.00005457064,0.0006088401,0.01536076,0.0001184569,0.0005900575,0.00007349328,0.0001252631,0.0004808772,0.002633236,0.05734725,0.9225626],"study_design_scores_gemma":[0.00003613175,0.00009846407,0.003364001,0.01711478,0.0002317272,0.01058468,0.000161493,0.0001098253,0.0002672213,0.002810956,0.9651967,0.00002402986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002738557,0.9941922,0.0002174271,0.001716776,0.000372898,0.000008903754,0.00002883457,0.00001234387,0.003176686],"genre_scores_gemma":[0.005967136,0.9894347,0.0005927747,0.002087258,0.0009058432,0.00001329571,0.00007576634,0.000005624232,0.0009176348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006408328,"threshold_uncertainty_score":0.021438,"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."}}