{"id":"W3026443735","doi":"10.3390/metabo10050207","title":"Systems Biology ARDS Research with a Focus on Metabolomics","year":2020,"lang":"en","type":"review","venue":"Metabolites","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Health Solutions; Canadian Intensive Care Foundation","keywords":"ARDS; Acute respiratory distress; Medicine; Intensive care medicine; Identification (biology); Sepsis; Pneumonia; Bioinformatics; Biology; Internal medicine; Lung","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00151654,0.0006777328,0.004616849,0.0008148853,0.0001200717,0.00008179262,0.0004029819,0.0006010258,0.0001309221],"category_scores_gemma":[0.0004006118,0.0003896145,0.0005754118,0.001191116,0.0001877522,0.00004738669,0.0001276567,0.00150599,0.0008918116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043965,"about_ca_system_score_gemma":0.001430721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003180072,"about_ca_topic_score_gemma":0.000001518074,"domain_scores_codex":[0.9957713,0.0009127929,0.0008180509,0.0009860902,0.0006995287,0.0008122513],"domain_scores_gemma":[0.9974321,0.0004042729,0.0003059226,0.001015869,0.0003331151,0.0005086855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001201769,0.000114047,0.00001927631,0.009503551,0.00107697,0.000381186,0.00004495944,7.020524e-8,0.00005580478,0.05058954,0.001198659,0.9368958],"study_design_scores_gemma":[0.0005198875,0.001100914,0.000001510658,0.00388391,0.002290523,0.0001992232,0.00005877683,0.000002344271,0.0001375569,0.0001918644,0.991259,0.0003544826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001435822,0.9893067,0.00009938818,0.0001156175,0.0005535248,0.002360494,0.0001725068,0.00013452,0.007242916],"genre_scores_gemma":[0.0000411382,0.9946954,0.000629914,0.000130044,0.00144967,0.0006457944,0.0002218684,0.0001696761,0.002016533],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9900603,"threshold_uncertainty_score":0.9998861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2148613999839221,"score_gpt":0.4360505767645868,"score_spread":0.2211891767806647,"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."}}