{"id":"W4205859158","doi":"10.3389/fimmu.2021.771136","title":"Airway Microbiome and Serum Metabolomics Analysis Identify Differential Candidate Biomarkers in Allergic Rhinitis","year":2022,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Jilin University; People's Government of Jilin Province; McGill University","keywords":"Metabolomics; Microbiome; Metabolome; Biology; Dysbiosis; Prevotella; Pathogenesis; Immunology; Fatty acid metabolism; Bioinformatics; Genetics; Fatty acid; Biochemistry; Bacteria","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002374197,0.0001875312,0.0006993926,0.001527585,0.0001326064,0.00002046385,0.0001293091,0.000135873,0.0004413563],"category_scores_gemma":[0.00002901307,0.0002023783,0.0001220474,0.001167653,0.0001780606,0.00007473313,0.0002015101,0.0003740915,0.000002607858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002362269,"about_ca_system_score_gemma":0.00006894257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006579315,"about_ca_topic_score_gemma":0.0004619203,"domain_scores_codex":[0.9982851,0.0002990859,0.0004757031,0.0004224053,0.00014181,0.0003759535],"domain_scores_gemma":[0.9994873,0.00002684562,0.0001331875,0.0002729807,0.00002976266,0.00004992948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003792349,0.001075325,0.8656109,0.00008676438,0.01683526,0.00229714,0.008406913,0.0007942307,0.06364702,0.0005241121,0.009825096,0.02710491],"study_design_scores_gemma":[0.007886794,0.0003446005,0.9670356,0.00002441409,0.0008103022,0.000334022,0.005632595,0.009692461,0.0006901172,0.000403436,0.006675093,0.0004705578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914555,0.004321537,0.001611543,0.0006772984,0.001316466,0.0002754709,0.00006905571,0.00002732442,0.0002457938],"genre_scores_gemma":[0.9958698,0.002168058,0.0008906433,0.0001619794,0.00002107956,0.00003396391,0.0005140086,0.00002288654,0.0003175451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1014247,"threshold_uncertainty_score":0.8252748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006840932544897354,"score_gpt":0.2302632678499481,"score_spread":0.2234223353050507,"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."}}