{"id":"W4366463338","doi":"10.4168/aair.2023.15.3.406","title":"Impact of Airway Virus in Severe Asthmatic Patients: A Pilot Study","year":2023,"lang":"en","type":"article","venue":"Allergy Asthma and Immunology Research","topic":"Respiratory viral infections research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Asthma; Bronchoalveolar lavage; Virus; Immunology; Airway; Cytokine; Lung; Internal medicine; Anesthesia","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":[0.001691609,0.0001748611,0.0004681811,0.001946448,0.0001763795,0.00002473332,0.0002140549,0.0001160923,0.0005536982],"category_scores_gemma":[0.0009210751,0.0001397405,0.0000680605,0.002453329,0.0005038855,0.0001661485,0.0004504111,0.0009841187,0.0003831418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024774,"about_ca_system_score_gemma":0.000328932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002988142,"about_ca_topic_score_gemma":0.0006373277,"domain_scores_codex":[0.9967151,0.001011335,0.0004781011,0.0004108407,0.0006151164,0.0007695231],"domain_scores_gemma":[0.9982934,0.0004241912,0.00005390151,0.0005603294,0.0005414094,0.0001267409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005281025,0.009074487,0.8875581,0.0001127078,0.001223885,0.0002728602,0.001948614,0.00006557089,0.06407942,0.0001687059,0.002442709,0.0277719],"study_design_scores_gemma":[0.004312231,0.04356476,0.9500864,0.00006017033,0.000002200977,0.00002291874,0.0008424941,0.0001297494,0.0002877685,0.00008700618,0.0005018568,0.0001024741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964152,0.0003652739,0.000001296577,0.0001233618,0.00004602763,0.001083703,0.000007223669,0.00004597434,0.001911916],"genre_scores_gemma":[0.9980348,0.0004106437,0.000008765586,0.00001045882,0.00002340675,0.0001847171,0.00002009516,0.00003138018,0.001275706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06379165,"threshold_uncertainty_score":0.6062607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08084530935353632,"score_gpt":0.4155198313962361,"score_spread":0.3346745220426998,"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."}}