{"id":"W4200175745","doi":"10.1111/all.15199","title":"Development and validation of combined symptom‐medication scores for allergic rhinitis*","year":2021,"lang":"en","type":"article","venue":"Allergy","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"EIT Health; Mylan; Novartis; GlaxoSmithKline","keywords":"Medicine; Allergy; Dermatology; Immunology","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":[0.0001198433,0.00009366564,0.0002145658,0.00005822241,0.00006744736,0.00001111879,0.0000276302,0.0000760001,0.00009550797],"category_scores_gemma":[0.0001316097,0.00009111137,0.00003774022,0.00008858691,0.00003942172,0.00005630486,0.00002466241,0.00004042435,0.00000314319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002520328,"about_ca_system_score_gemma":0.0001916249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007794134,"about_ca_topic_score_gemma":0.0000242093,"domain_scores_codex":[0.9991299,0.0000240846,0.0003236968,0.0001991293,0.0002034068,0.0001197999],"domain_scores_gemma":[0.9992959,0.00007974287,0.0001130255,0.0001404215,0.0002940167,0.00007685557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003579974,0.004008472,0.02835417,0.003303628,0.005813274,0.0004999712,0.03257037,0.0005176829,0.2220088,0.3119042,0.03525923,0.3521802],"study_design_scores_gemma":[0.01873527,0.00102898,0.3243916,0.001181386,0.0002269244,0.0004811937,0.002043882,0.008991489,0.453989,0.004305899,0.1837436,0.0008808682],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911867,0.0003698257,0.004401939,0.001197746,0.0001505791,0.0002546808,0.000004659863,0.00003301744,0.002400801],"genre_scores_gemma":[0.9836087,0.0005064727,0.01378921,0.0003247658,0.00006636819,0.00003043326,0.0009821324,0.00001739603,0.0006745089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512994,"threshold_uncertainty_score":0.3715414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305647056723462,"score_gpt":0.2618559518507339,"score_spread":0.2387994812834993,"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."}}