{"id":"W3034866355","doi":"10.36691/raj.2020.17.1.001","title":"2019 ARIA: care pathways for allergic rhinitis in Russia","year":2020,"lang":"en","type":"article","venue":"Russian Journal of Allergy","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Asthma; Medicine; Allergy; Intensive care medicine; Russian federation; Respiratory system; Health care; Immunology; Internal 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":[0.0009236804,0.0001720698,0.0001555806,0.0005604164,0.001044624,0.001378812,0.0005069898,0.0007903596,0.02651126],"category_scores_gemma":[0.001721463,0.000130254,0.0005300675,0.0004132811,0.000209498,0.0006541568,0.001883185,0.001155103,0.005158108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002336645,"about_ca_system_score_gemma":0.01122878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01428948,"about_ca_topic_score_gemma":0.01108407,"domain_scores_codex":[0.99929,0.0002380768,0.00007561978,0.00006261309,0.0001227434,0.000210999],"domain_scores_gemma":[0.9991835,0.00006952259,0.0001097639,0.00002462881,0.0001842918,0.000428323],"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":[0.0003944728,0.0008278014,0.1360238,0.001591392,0.00009658748,0.004133066,0.004122296,0.001439856,0.003299558,0.03738811,0.3303043,0.4803787],"study_design_scores_gemma":[0.0002396342,0.0005956989,0.1527715,0.002013323,0.0001135279,0.004624296,0.007673668,0.002869804,0.001141747,0.005767248,0.8220979,0.00009166075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3304242,0.03208082,0.01499076,0.1460741,0.009105138,0.003117568,0.01461494,0.003401049,0.4461913],"genre_scores_gemma":[0.8700173,0.01672305,0.0178152,0.009621785,0.001418195,0.001272919,0.007419957,0.0002566274,0.07545491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02651126,"threshold_uncertainty_score":0.08868897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371774396841511,"score_gpt":0.2479310251817881,"score_spread":0.2242132812133729,"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."}}