{"id":"W2622134291","doi":"10.1136/bmjresp-2017-000183","title":"Metabolic heterogeneity of idiopathic pulmonary fibrosis: a metabolomic study","year":2017,"lang":"en","type":"article","venue":"BMJ Open Respiratory Research","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":214,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University Health Network","funders":"University Health Network","keywords":"Idiopathic pulmonary fibrosis; Metabolic pathway; Metabolomics; Pathogenesis; Citric acid cycle; Medicine; Glycolysis; Lung; Fibrosis; Metabolism; Pathology; Biology; Bioinformatics; Internal medicine","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":[0.0002426487,0.0002769758,0.0004047343,0.0008524071,0.0002193034,0.0004088542,0.0001081725,0.0003263711,0.0008913123],"category_scores_gemma":[0.0003057247,0.0001003541,0.0002649816,0.0008883889,0.0001836192,0.0001931242,0.0003415554,0.0002374097,0.0001159232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429415,"about_ca_system_score_gemma":0.000156198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005323173,"about_ca_topic_score_gemma":0.0006216428,"domain_scores_codex":[0.9998767,0.00002530235,0.000008186129,0.00004281322,0.00002451668,0.00002229461],"domain_scores_gemma":[0.9998744,0.00002395194,0.00004313636,0.00001119615,0.00001865375,0.0000286985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004663241,0.0002242522,0.3102453,0.0003360009,0.0005951287,0.001178943,0.0002250782,0.0004617942,0.6545908,0.0001766526,0.0003270465,0.02697557],"study_design_scores_gemma":[0.00003690304,0.0006410494,0.9744064,0.00002314265,0.0002122312,0.002496224,0.0001970342,0.001132336,0.01927082,0.0003368572,0.001229018,0.00001802826],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964656,0.001661824,0.0007837056,0.00007946401,0.000005629022,0.00002040952,0.0007270221,0.000009507789,0.0002468509],"genre_scores_gemma":[0.9974418,0.000490222,0.0008497522,0.00004557162,0.00001282139,0.00001852055,0.0009832773,0.000003537718,0.0001545012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008913123,"threshold_uncertainty_score":0.002981663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2422050125720689,"score_gpt":0.5008345965467775,"score_spread":0.2586295839747086,"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."}}