{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004110787,0.0002322588,0.000458402,0.000475562,0.0003489477,0.0005139036,0.000182056,0.0005607084,0.001740931],"category_scores_gemma":[0.001405635,0.0001228345,0.0002899783,0.0004211513,0.0002118026,0.0003004587,0.0004068108,0.0004097006,0.000228074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051966,"about_ca_system_score_gemma":0.0001488971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009065684,"about_ca_topic_score_gemma":0.00119675,"domain_scores_codex":[0.9995978,0.0001003146,0.00005283488,0.00008158104,0.0000692804,0.00009823871],"domain_scores_gemma":[0.9983811,0.0003254893,0.0006032417,0.00006664797,0.0001425991,0.0004808333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007827451,0.00004581259,0.9968625,0.000009730687,0.0000315529,0.00005820461,0.00003117555,0.00002286104,0.0009907441,0.000004833305,0.00003299417,0.001126884],"study_design_scores_gemma":[0.000004036515,0.0002299713,0.9993584,0.000002500089,0.00001125582,0.0001370772,0.00005037876,0.00005996403,0.00009608112,0.000008155997,0.00004078213,0.0000014891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993518,0.0003004932,0.00002384097,0.00001419369,0.00000258825,0.000005125101,0.0001106952,0.000001192385,0.0001900577],"genre_scores_gemma":[0.9996569,0.00005012377,0.00003374576,0.00001319242,0.00000718737,0.000005452366,0.0001567954,6.496645e-7,0.00007593312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001740931,"threshold_uncertainty_score":0.00582397,"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."}}