{"id":"W4283768034","doi":"10.1111/all.15425","title":"Relationship between inflammatory status and microbial composition in severe asthma and during exacerbation","year":2022,"lang":"en","type":"article","venue":"Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Richmond Hospital","funders":"Genentech; Medical Research Council; National Institute for Health and Care Research","keywords":"Sputum; Medicine; Mepolizumab; Exacerbation; Immunology; Asthma; Internal medicine; Eosinophil; Tuberculosis; Pathology","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":[0.00006231574,0.00006476487,0.00009803152,0.000107867,0.0001683179,0.000008975225,0.00001547161,0.00003221963,0.00005969309],"category_scores_gemma":[0.0000134862,0.00006959894,0.00001516285,0.0000715273,0.00003247503,0.00007246267,0.00005879958,0.0001321112,0.000001612432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007069331,"about_ca_system_score_gemma":0.00004511113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002281722,"about_ca_topic_score_gemma":0.00002327717,"domain_scores_codex":[0.9994298,0.00007548338,0.0001375823,0.0001394374,0.0001021234,0.0001156076],"domain_scores_gemma":[0.9997493,0.00004897987,0.00004112076,0.0000672133,0.00001116446,0.00008221973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001386495,0.00002777553,0.9955206,0.00004785799,0.00001023446,0.00002619981,0.0003805749,0.0001001563,0.002628992,0.0001490887,0.00008638435,0.0008835007],"study_design_scores_gemma":[0.001491053,0.00008680166,0.9922584,0.00002184936,0.000007436655,0.00002978744,0.0002295606,0.00002201206,0.0001083111,0.00005305837,0.005616996,0.00007467564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988565,0.0005448193,0.000003223966,0.0002150979,0.00002688498,0.0001383017,0.00001386556,0.00002343902,0.0001778266],"genre_scores_gemma":[0.9995475,0.00001489265,0.00003072228,0.00009145832,0.00006060428,0.00001538079,0.0001040546,0.00001016947,0.0001252576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005530612,"threshold_uncertainty_score":0.2838162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178765970864129,"score_gpt":0.2379059529607878,"score_spread":0.2261182932521465,"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."}}