{"id":"W3212426080","doi":"10.1016/j.waojou.2021.100589","title":"Allergy education and training for physicians","year":2021,"lang":"en","type":"review","venue":"World Allergy Organization Journal","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"AllerGen","funders":"College of Medicine, Seoul National University; Food Allergy Canada; I.M. Sechenov First Moscow State Medical University; Universidad Autónoma del Estado de Hidalgo; Erasmus Medisch Centrum; Universidad Autónoma de Nuevo León; Seoul National University Bundang Hospital; Seoul National University; Imperial College London; Ain Shams University; Mahidol University; National University of Science and Technology; National University Health System; Nationwide Children's Hospital; University College Cork; Faculty of Medicine Siriraj Hospital, Mahidol University; National University of Singapore","keywords":"Medicine; Specialty; Competence (human resources); Multidisciplinary approach; Core competency; Health care; Referral; Allergy; Family medicine; Food allergy; Harmonization; Medical education; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004967048,0.0007713381,0.0005928964,0.00145617,0.002602868,0.004118508,0.001193422,0.00452155,0.1485729],"category_scores_gemma":[0.02654606,0.000418978,0.0007827493,0.000822857,0.001355293,0.002616745,0.005741295,0.006332215,0.07216474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003164945,"about_ca_system_score_gemma":0.01879355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001893637,"about_ca_topic_score_gemma":0.00476131,"domain_scores_codex":[0.9950085,0.001170124,0.0003367033,0.0004039549,0.001921003,0.001159699],"domain_scores_gemma":[0.9560629,0.003559772,0.002093748,0.001719032,0.009975147,0.0265894],"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":[0.00002407804,0.0002791744,0.001863632,0.0004108838,0.000005416584,0.0003081448,0.0004813504,0.00008359903,0.0005154198,0.003166006,0.8620211,0.1308412],"study_design_scores_gemma":[0.00002801414,0.0001454449,0.006450898,0.0008323182,0.000005689807,0.001087068,0.0005744474,0.00009396803,0.0001620383,0.003869862,0.9867368,0.00001338057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.00963721,0.02047673,0.005844544,0.5689163,0.05724772,0.0008647776,0.001404972,0.001399403,0.3342084],"genre_scores_gemma":[0.1098308,0.04491686,0.02602121,0.3400545,0.04648332,0.001818547,0.003404505,0.0006736199,0.4267967],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1485729,"threshold_uncertainty_score":0.4970259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040401960912739,"score_gpt":0.3179700474030405,"score_spread":0.2775680864903015,"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."}}