{"id":"W3027545596","doi":"10.1016/j.jaip.2020.05.012","title":"A Phased Approach to Resuming Suspended Allergy/Immunology Clinical Services","year":2020,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; University of British Columbia; Western University; BC Children's Hospital; Queen's University; McMaster University; University of Alberta","funders":"ALK-Abelló; Propeller Health; Abbott Nutrition; Genentech; Agency for Healthcare Research and Quality; De Blindas Vänner; Aimmune Therapeutics; Sandoz; Asthma and Allergy Foundation of America; National Institutes of Health; Mylan; Regeneron Pharmaceuticals; Johnson and Johnson; Teva Pharmaceutical Industries; Genzyme; Takeda Pharmaceuticals U.S.A.; North Carolina GlaxoSmithKline Foundation; Stallergenes Greer France; European Academy of Allergy and Clinical Immunology; Takeda Pharmaceuticals North America; Boettcher Foundation; Novartis; GlaxoSmithKline; Merck; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Sanofi; American Lung Association; Horizon Pharmaceuticals; Australasian Society of Clinical Immunology and Allergy; Boehringer Ingelheim; Food Allergy and Anaphylaxis Network; National Institute of Allergy and Infectious Diseases; Jeffrey Modell Foundation; DBV Technologies; American Academy of Allergy Asthma and Immunology; CSL Behring; Institute for Health Metrics and Evaluation; Bayer Corporation; Sun Pharma; Shire; AstraZeneca; Thermo Scientific; Pfizer","keywords":"Clinical immunology; Immunology; Allergy; Medicine","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":[0.08948024,0.001030856,0.00104003,0.00422892,0.00291379,0.01111459,0.006266914,0.002983786,0.0125694],"category_scores_gemma":[0.1238548,0.001347699,0.001531441,0.002683816,0.001395902,0.005094441,0.01088401,0.006338129,0.004254268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006555399,"about_ca_system_score_gemma":0.04763596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006145272,"about_ca_topic_score_gemma":0.00844088,"domain_scores_codex":[0.9182076,0.04949526,0.008133379,0.007028073,0.01350763,0.00362808],"domain_scores_gemma":[0.8330598,0.06031043,0.01745218,0.02227914,0.03801624,0.02888213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001698265,0.004108595,0.06278048,0.00133242,0.0004477361,0.0006846411,0.002874043,0.008772742,0.005795415,0.02376897,0.09996367,0.787773],"study_design_scores_gemma":[0.004207838,0.01371898,0.1052158,0.004326256,0.0005574563,0.002180412,0.0127746,0.114765,0.01684484,0.1065211,0.6181715,0.0007161881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1136551,0.003809403,0.5546353,0.1646673,0.008541992,0.0438732,0.004197513,0.01184948,0.09477074],"genre_scores_gemma":[0.5242512,0.001354823,0.4055859,0.03893451,0.002423725,0.01132444,0.002987304,0.0006888446,0.01244934],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08948024,"threshold_uncertainty_score":0.4732224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05915107133444537,"score_gpt":0.3943642277181381,"score_spread":0.3352131563836928,"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."}}