{"id":"W2511120729","doi":"10.1097/der.0000000000000217","title":"Patch Test Negative Generalized Dermatitis","year":2016,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch test; Culprit; Dermatology; Patch testing; Allergic contact dermatitis; Contact dermatitis; Referral; Test (biology); Atopic dermatitis; Hand dermatitis; Eczematous dermatitis; Allergen; Allergy; Immunology; Family medicine; Internal medicine","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":[0.0001226578,0.0009429416,0.003495975,0.000418451,0.0002034987,0.0001676623,0.0003683899,0.0005382338,0.003919962],"category_scores_gemma":[0.0005838079,0.0006557769,0.001167861,0.0004159901,0.0001559647,0.0003150018,0.0001893348,0.0005330991,0.003537535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003134421,"about_ca_system_score_gemma":0.0005842431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001947301,"about_ca_topic_score_gemma":0.0001144594,"domain_scores_codex":[0.9963543,0.0002214202,0.001497671,0.0006169159,0.0006028319,0.0007067987],"domain_scores_gemma":[0.9965708,0.001127997,0.0007167899,0.0009621495,0.0002310258,0.0003912],"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":[3.976215e-7,0.0000651971,0.00005998783,0.01187798,0.0003419967,0.000632849,0.0001239563,9.860956e-9,4.591136e-7,0.0001722735,0.2102504,0.7764745],"study_design_scores_gemma":[0.001188117,0.00007459651,0.0006190594,0.0452068,0.0007809041,0.00251881,0.00001782945,0.000007725741,0.00001732873,0.0002130227,0.9486212,0.0007345966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001207766,0.9765379,0.0001099946,0.002707992,0.0005764937,0.00163428,0.001032532,0.0003171219,0.01707155],"genre_scores_gemma":[0.00007243618,0.9868948,0.001134691,0.004296793,0.000750064,0.0005198056,0.000447004,0.000185874,0.005698504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7757398,"threshold_uncertainty_score":0.9995893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124145765114841,"score_gpt":0.3083174093796299,"score_spread":0.2770759517284814,"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."}}