{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01043389,0.000759033,0.0007080319,0.002353702,0.0002899189,0.00128108,0.0008283625,0.0006136728,0.001779486],"category_scores_gemma":[0.0298582,0.0003236753,0.001886613,0.001591605,0.0004945325,0.0008420375,0.001282829,0.0007719914,0.0005810974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006063218,"about_ca_system_score_gemma":0.0009443474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001566003,"about_ca_topic_score_gemma":0.002409446,"domain_scores_codex":[0.9883969,0.004509875,0.001681176,0.00105563,0.004124308,0.0002321135],"domain_scores_gemma":[0.9742013,0.01019702,0.006037731,0.001958797,0.007072407,0.000532713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001309332,0.000423662,0.9243755,0.0004895467,0.001118922,0.00004068798,0.0004958009,0.002428649,0.003202653,0.0002719298,0.001394763,0.0644486],"study_design_scores_gemma":[0.0001737847,0.002174012,0.9851096,0.0001301692,0.0002496048,0.0001405156,0.0002902159,0.006347069,0.003006992,0.0002085646,0.00213066,0.00003891127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847183,0.0004113021,0.006006799,0.0001062721,0.00007695557,0.001304283,0.004338257,0.0001751956,0.002862769],"genre_scores_gemma":[0.9815816,0.0001253949,0.01301776,0.00005604196,0.00002974995,0.001547686,0.003210015,0.000027775,0.0004040146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01043389,"threshold_uncertainty_score":0.05518031,"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."}}