{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001488494,0.0002008662,0.0005945506,0.0001691722,0.00006199018,0.00003288199,0.0001449605,0.0001569435,0.0002342708],"category_scores_gemma":[0.0001346615,0.0001667594,0.0002774738,0.0002044712,0.00003744048,0.0001617211,0.00002559814,0.0003326173,0.00002067602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009462691,"about_ca_system_score_gemma":0.0003497342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001124313,"about_ca_topic_score_gemma":0.00002101107,"domain_scores_codex":[0.9982959,0.00005950889,0.0007880788,0.0002102531,0.0003522421,0.0002940137],"domain_scores_gemma":[0.9988598,0.00005767645,0.0003758232,0.0001412561,0.0001869117,0.0003785274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02806152,0.002457759,0.009177907,0.002191529,0.00662689,0.0367186,0.1764029,0.01187029,0.03254765,0.3350207,0.210078,0.1488462],"study_design_scores_gemma":[0.07560322,0.02041668,0.1964764,0.004015695,0.0005579145,0.007393537,0.02646219,0.01586647,0.006162303,0.008816183,0.6355922,0.002637165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7566999,0.02018021,0.02532019,0.1142476,0.002919548,0.002239947,0.0001601275,0.0001756706,0.07805685],"genre_scores_gemma":[0.9910077,0.001322591,0.004583335,0.001907741,0.0009613257,0.000003812754,0.00005925475,0.00004741904,0.0001068362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4255142,"threshold_uncertainty_score":0.6800249,"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."}}