{"id":"W4376637221","doi":"10.1089/derm.2023.0009","title":"Pediatric Contact Dermatitis: A 10-Year Multicenter Retrospective Study","year":2023,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology; Atopic dermatitis; Atopy; Patch test; Allergen; Population; Allergic contact dermatitis; Population study; Allergy; Pediatrics; Immunology; Environmental health","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":[0.0001734449,0.0002927861,0.0005617559,0.0004118425,0.0001979483,0.0001269643,0.0001634657,0.00009583489,0.002485286],"category_scores_gemma":[0.00021039,0.000272221,0.0001886704,0.0007564678,0.00002911127,0.0003398861,0.0001314829,0.000263062,0.004513027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344797,"about_ca_system_score_gemma":0.00007938866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001569148,"about_ca_topic_score_gemma":0.0001857913,"domain_scores_codex":[0.9978521,0.00009964019,0.0005578375,0.0003818685,0.0006054671,0.0005030734],"domain_scores_gemma":[0.9988291,0.00008844109,0.0001509162,0.000491387,0.0002235559,0.0002165544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001033172,0.0003099884,0.7210727,0.0001512513,0.0001631808,0.001218656,0.002909324,0.000001631762,0.00003855023,0.0001257845,0.273322,0.0006766743],"study_design_scores_gemma":[0.004021045,0.0003234604,0.9707054,0.00008036705,0.0001589105,0.0001000459,0.002362455,0.0004182741,0.00008976753,0.00005356741,0.02141041,0.0002762644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817834,0.0001783706,0.00003235487,0.003124165,0.0004338635,0.001277899,0.00009036362,0.0006850077,0.0123945],"genre_scores_gemma":[0.9940221,0.0004206204,0.000119683,0.00229562,0.0003812874,0.0001643408,0.0001185435,0.0000577173,0.002420096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2519116,"threshold_uncertainty_score":0.999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401518578141414,"score_gpt":0.2661771633662894,"score_spread":0.2521619775848752,"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."}}