{"id":"W4376891061","doi":"10.3390/jpm13050835","title":"ARIA Care Pathways 2019: Next-Generation Allergic Rhinitis Care and Allergen Immunotherapy in Malaysia","year":2023,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"GlaxoSmithKline","keywords":"Medicine; Context (archaeology); Guideline; Health care; Patient Empowerment; Asthma; Empowerment; Allergen immunotherapy; Immunology; Allergy; Allergen","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006725952,0.0006209275,0.003471388,0.0009734932,0.0001034879,0.00004191896,0.000185265,0.0005564069,0.0005082649],"category_scores_gemma":[0.0002732993,0.0004359962,0.0005708707,0.0005472054,0.0001748968,0.000166931,0.00004036739,0.0009726987,0.00002016753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000492599,"about_ca_system_score_gemma":0.0009081999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092719,"about_ca_topic_score_gemma":0.0000593528,"domain_scores_codex":[0.9958958,0.0003513605,0.001983545,0.000435409,0.00095572,0.0003781361],"domain_scores_gemma":[0.9971167,0.0002021536,0.00131911,0.0003137387,0.0007276105,0.000320638],"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":[0.0003696142,0.00008996302,0.0000368753,0.01577429,0.001478053,0.004256388,0.02973516,0.00001707399,0.0003506826,0.0003316496,0.01361831,0.933942],"study_design_scores_gemma":[0.007730803,0.001851939,0.0001132949,0.04855987,0.001471404,0.003519953,0.009139002,0.0001175035,0.000001493646,0.00003389507,0.9269822,0.0004785958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001681568,0.994938,0.00004484291,0.0004947931,0.001094682,0.0008813522,0.00003714815,0.00003106784,0.0007965723],"genre_scores_gemma":[0.0005662295,0.9939806,0.0004914665,0.0003070906,0.002955137,0.00002166177,0.0009577093,0.0001541142,0.0005659848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9334633,"threshold_uncertainty_score":0.9998092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045475951151814,"score_gpt":0.3416819974014295,"score_spread":0.2371344022862481,"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."}}