{"id":"W4323035929","doi":"10.1093/bjd/ljad053","title":"Atopic dermatitis in 2023 and beyond","year":2023,"lang":"en","type":"article","venue":"British Journal of Dermatology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Epidemiology; Atopic dermatitis; Medicine; Dermatology; Pathogenesis; Family medicine; Immunology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001331924,0.0003482132,0.0006007496,0.0007290412,0.0007738376,0.002305133,0.0003912344,0.003415226,0.01313282],"category_scores_gemma":[0.002692456,0.0001333466,0.0005085427,0.0007981117,0.0007240294,0.001883074,0.0009293925,0.003448773,0.004071725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662939,"about_ca_system_score_gemma":0.002898751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005284406,"about_ca_topic_score_gemma":0.01079687,"domain_scores_codex":[0.999301,0.0001483122,0.0001006871,0.00008546951,0.0002407806,0.0001237766],"domain_scores_gemma":[0.9988149,0.0002745166,0.000127131,0.00004466959,0.0003761946,0.0003626554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001632024,0.00003972112,0.00117479,0.001115785,0.00003271533,0.0007556022,0.0001842746,0.00004003327,0.0004992188,0.01341508,0.7507822,0.2317974],"study_design_scores_gemma":[0.000007194318,0.00001525965,0.001214657,0.0008629832,0.000008574236,0.0006987732,0.00009298042,0.000008698636,0.00002902041,0.001497241,0.9955596,0.000005064708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001040844,0.7247651,0.0001270889,0.1330501,0.1190011,0.000009464565,0.0002366173,0.00003607953,0.02173362],"genre_scores_gemma":[0.01687749,0.6381107,0.0004345759,0.1281303,0.1732317,0.0000249841,0.0005486253,0.00003746718,0.04260407],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01313282,"threshold_uncertainty_score":0.04393363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025720967415634,"score_gpt":0.2631347770804324,"score_spread":0.2528775674062761,"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."}}