{"id":"W4376637798","doi":"10.1089/derm.2023.0063","title":"Trends in Patch Testing with the Mayo Clinic Standard Series, 2017–2021","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Patch test; Dermatology; Benzalkonium chloride; Thiomersal; Contact dermatitis; Linalool; Thimerosal; Chromatography; Allergy; Chemistry; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001981001,0.0001395866,0.0002812427,0.0001801908,0.00011666,0.00006229684,0.00009690812,0.00005037243,0.001121217],"category_scores_gemma":[0.00008207154,0.00009113571,0.00005305762,0.0009849146,0.00006354525,0.0001660875,0.00005372584,0.000216712,0.0002386833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003978646,"about_ca_system_score_gemma":0.00008537246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003367247,"about_ca_topic_score_gemma":0.002950781,"domain_scores_codex":[0.9989103,0.00005026557,0.0002809828,0.0001709977,0.0002936841,0.000293772],"domain_scores_gemma":[0.9993024,0.0001704998,0.00007975222,0.0003052778,0.00007597866,0.00006605312],"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":[0.00003654849,0.00003274881,0.1552177,0.0001135716,0.00007477387,0.002550711,0.002627177,0.00001504721,0.00006336998,0.00008300492,0.6658148,0.1733706],"study_design_scores_gemma":[0.001139111,0.0001872475,0.7476425,0.0002991115,0.00002413305,0.0004003995,0.001390544,0.0002285092,0.000108216,0.0000572696,0.2483846,0.0001383364],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8527831,0.0004011776,0.00004008977,0.08421861,0.0002332681,0.0003058255,0.00009723518,0.0002295173,0.06169111],"genre_scores_gemma":[0.9877954,0.0003522814,0.0004225769,0.002150059,0.0001350802,0.00005678499,0.0001134916,0.0000280587,0.008946297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5924249,"threshold_uncertainty_score":0.9997919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322201718441106,"score_gpt":0.288598049363306,"score_spread":0.255376032178895,"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."}}