{"id":"W2953433428","doi":"10.1016/j.jaci.2019.05.040","title":"Clinical onset of atopic eczema: Results from 2 nationally representative British birth cohorts followed through midlife","year":2019,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Child Health and Human Development; National Institute of Arthritis and Musculoskeletal and Skin Diseases; National Institute of Allergy and Infectious Diseases; Medical Research Council; National Institutes of Health; National Institute for Health and Care Research; National Human Genome Research Institute; Wellcome Trust; University of Pennsylvania; NIHR Cambridge Biomedical Research Centre; Economic and Social Research Council; Sanofi; European Commission; Cambridge Institute for Medical Research, University of Cambridge; Pfizer; National Eczema Association; Juvenile Diabetes Research Foundation International; Valeant Pharmaceuticals International; National Institute of Diabetes and Digestive and Kidney Diseases; Robert Wood Johnson Foundation","keywords":"Medicine; Asthma; Pediatrics; Atopy; Atopic dermatitis; Cohort; Age of onset; Cohort study; Demography; Allergy; Family history; Longitudinal study; Disease; Immunology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008379688,0.0001355306,0.001203082,0.00006140195,0.00004583886,0.00001012447,0.0001890718,0.0004787017,0.0004532865],"category_scores_gemma":[0.003397509,0.0001193979,0.0005069784,0.00009231076,0.0007185457,0.0001519224,0.0001032455,0.0007524789,0.00002734499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001255336,"about_ca_system_score_gemma":0.0003577708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007976672,"about_ca_topic_score_gemma":0.00009576815,"domain_scores_codex":[0.9962003,0.0006345412,0.002411057,0.0003183991,0.0002479362,0.0001878247],"domain_scores_gemma":[0.9943411,0.003546115,0.001219599,0.000308653,0.0004480366,0.000136517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01078906,0.001808456,0.9434346,0.00001842361,0.007964805,0.001289719,0.000187362,0.000002933482,0.00003500555,0.0002539919,0.03109734,0.003118282],"study_design_scores_gemma":[0.01173738,0.001286475,0.9651861,0.0002479252,0.0001997245,0.0007646081,0.0002550984,0.00001159846,0.00004454507,0.002951296,0.01721293,0.0001023278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98958,0.004318886,0.00003135569,0.002682548,0.001454508,0.0001461755,0.0000591612,0.00001007169,0.001717263],"genre_scores_gemma":[0.9816613,0.01408777,0.001163121,0.001475517,0.0002384002,0.000001294655,0.00005327992,0.00001203552,0.001307276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02175147,"threshold_uncertainty_score":0.496317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911010681232342,"score_gpt":0.3626467629245124,"score_spread":0.333536656112189,"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."}}