{"id":"W7038570994","doi":"","title":"Integrative -Omics Identify Potential Biomarkers and Therapeutic Targets for Idiopathic Pulmonary Fibrosis","year":2020,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Université Laval; St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Idiopathic pulmonary fibrosis; Disease; Fibrosis; Pulmonary fibrosis; Biomarker","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":[0.001890741,0.0008065761,0.001321195,0.004395209,0.0006409996,0.003463715,0.0006669435,0.0008049729,0.004117928],"category_scores_gemma":[0.003071496,0.0002774796,0.001170709,0.004392028,0.0003525956,0.001570719,0.001918409,0.0009121022,0.001025375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005973954,"about_ca_system_score_gemma":0.001339551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002070182,"about_ca_topic_score_gemma":0.003919298,"domain_scores_codex":[0.9991608,0.0001842671,0.0001231095,0.0002301948,0.000203909,0.00009770841],"domain_scores_gemma":[0.99836,0.0005050226,0.0004465382,0.0002824447,0.0002903926,0.0001156464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002278045,0.0003179148,0.3999019,0.004004017,0.00336223,0.001052453,0.001230739,0.002985994,0.1563865,0.009418212,0.01517481,0.4038871],"study_design_scores_gemma":[0.0001663741,0.000611903,0.7529728,0.00200371,0.004482173,0.002881086,0.002734039,0.01314189,0.03572265,0.04092095,0.1441651,0.000197271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6617458,0.1042747,0.05437668,0.009312942,0.0009930772,0.0003892278,0.1374857,0.001752407,0.02966944],"genre_scores_gemma":[0.8500294,0.0246767,0.06547564,0.002543072,0.0006053398,0.0002618811,0.05279782,0.0002828881,0.00332729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004395209,"threshold_uncertainty_score":0.01377589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833434832887204,"score_gpt":0.2208586481235961,"score_spread":0.1825242997947241,"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."}}