{"id":"W4412119078","doi":"10.1089/derm.2024.0364","title":"Are We Reading Patch Test Reactions in a Uniform Way? An International Contact Dermatitis Research Group Study","year":2025,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Patch test; Contact dermatitis; Patch testing; Reading (process); Test (biology); Group (periodic table); Dermatology; Immunology; Linguistics; Geology; Organic chemistry; Allergy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01369246,0.0003569,0.0004745511,0.001993307,0.00090189,0.001343428,0.0006647127,0.0009706657,0.002602147],"category_scores_gemma":[0.03797487,0.0002690946,0.0003870967,0.002298135,0.001480321,0.00204752,0.0007402005,0.0008194486,0.0005398523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004777684,"about_ca_system_score_gemma":0.0004324412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001880103,"about_ca_topic_score_gemma":0.001385652,"domain_scores_codex":[0.9891104,0.006168436,0.001402745,0.00117728,0.001565579,0.0005754491],"domain_scores_gemma":[0.9601799,0.01364671,0.01520889,0.005070469,0.004019379,0.001874689],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002118473,0.0001759435,0.9923293,0.00004005065,0.00007413096,0.0001675644,0.002313259,0.00001547377,0.0001487729,0.0001032254,0.0002247033,0.004195755],"study_design_scores_gemma":[0.00002555006,0.0009713773,0.9910039,0.00006426875,0.0001024601,0.001756755,0.004518085,0.00009914631,0.0001717013,0.00009702949,0.001173978,0.00001586748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952839,0.000632954,0.0003140839,0.0003134311,0.00002394259,0.00006339212,0.00008604809,0.000004879104,0.003277346],"genre_scores_gemma":[0.9994842,0.0001022693,0.00008741897,0.0001156059,0.00002649824,0.00001823448,0.0000555326,0.000002978838,0.0001072046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9863076,"threshold_uncertainty_score":0.0724135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05436336630993396,"score_gpt":0.3643217786724535,"score_spread":0.3099584123625195,"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."}}