{"id":"W4409742415","doi":"10.1089/derm.2024.0474","title":"North American Contact Dermatitis Group Patch Test Results: 2021–2022","year":2025,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Patch test; Patch testing; Contact dermatitis; Dermatology; Test (biology); Group (periodic table); Immunology; Geology; Allergy; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001266796,0.0003770233,0.0007780376,0.0003357379,0.0002638162,0.0001526127,0.0002536113,0.00008112924,0.0004492338],"category_scores_gemma":[0.000541864,0.0003613055,0.0002350318,0.001042496,0.0001482089,0.0003151237,0.0001443454,0.0004083501,0.0003167249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062443,"about_ca_system_score_gemma":0.0001944079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002316905,"about_ca_topic_score_gemma":0.01858539,"domain_scores_codex":[0.9975162,0.00009267799,0.0009103508,0.000463535,0.0004568498,0.0005603916],"domain_scores_gemma":[0.9980243,0.0004825977,0.0002796723,0.000753466,0.0002274109,0.0002325344],"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":[0.00002073046,0.0002759918,0.4161176,0.0002553978,0.0002155602,0.0007247393,0.0005677016,0.000001627882,0.000164152,0.0006391721,0.4719816,0.1090358],"study_design_scores_gemma":[0.001853923,0.0001734484,0.6693128,0.0002872174,0.00008094875,0.0001410122,0.0003248582,0.0002855999,0.0004081944,0.00004828297,0.3268398,0.0002439112],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8062896,0.001726227,0.001384984,0.08769151,0.001103409,0.001535927,0.002044207,0.0005612852,0.09766288],"genre_scores_gemma":[0.9695709,0.002154354,0.0007297103,0.02383372,0.0001971757,0.0001238628,0.0009078297,0.00003858222,0.002443824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2531952,"threshold_uncertainty_score":0.9998839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006910457116099523,"score_gpt":0.2414506394074058,"score_spread":0.2345401822913062,"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."}}