{"id":"W2098418396","doi":"10.1016/j.jaci.2015.05.022","title":"Metabolomic profiling of asthma and chronic obstructive pulmonary disease: A pilot study differentiating diseases","year":2015,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; University of Saskatchewan; University of Alberta","funders":"Canadian Institutes of Health Research","keywords":"COPD; Asthma; Medicine; Exacerbation; Metabolomics; Urine; Internal medicine; Bioinformatics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008606435,0.0004196041,0.0006198363,0.0004394381,0.0007515738,0.0006491644,0.0002260515,0.0005970954,0.001009509],"category_scores_gemma":[0.0007907859,0.0001951651,0.0004757436,0.000474329,0.0003530168,0.0004574683,0.0006359832,0.0005571892,0.0001804589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002996112,"about_ca_system_score_gemma":0.0005019431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001644774,"about_ca_topic_score_gemma":0.002332446,"domain_scores_codex":[0.9996033,0.0001469159,0.00002543608,0.0001064326,0.00004240064,0.00007557838],"domain_scores_gemma":[0.9995135,0.000119914,0.00006031059,0.00005074875,0.0000755837,0.0001799453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02452095,0.004644537,0.8143528,0.000128474,0.0003440295,0.001415289,0.001053631,0.0001181401,0.1326898,0.00009968659,0.0002282521,0.02040446],"study_design_scores_gemma":[0.0002180646,0.008494698,0.9850256,0.000006911335,0.0001881623,0.0008788345,0.000603803,0.0001916198,0.003875476,0.00003550822,0.0004708083,0.00001050684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993765,0.0001315443,0.0001408425,0.00002005588,0.00000508257,0.00006385355,0.0001111316,0.00000179546,0.0001491012],"genre_scores_gemma":[0.9988476,0.0000980657,0.0004102062,0.00005472788,0.00001493456,0.00006708675,0.0002527934,0.000002481504,0.0002522529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001644774,"threshold_uncertainty_score":0.004551589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274211926470692,"score_gpt":0.3039723562012446,"score_spread":0.2765511635541754,"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."}}