{"id":"W4280604344","doi":"10.3390/metabo12050425","title":"Untargeted Metabolomics Identifies a Novel Panel of Markers for Autologous Blood Transfusion","year":2022,"lang":"en","type":"article","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Anti-Doping Agency; Hamad Medical Corporation","keywords":"Metabolomics; Medicine; Blood transfusion; Intensive care medicine; Computational biology; Bioinformatics; Biology; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003534578,0.00046673,0.0005443933,0.0006193854,0.0001672611,0.0007314918,0.0002045301,0.0004645588,0.0007148958],"category_scores_gemma":[0.0004875194,0.0001828698,0.0003321125,0.000557988,0.0001906199,0.0002028202,0.0003128881,0.0004293605,0.0001717891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001956517,"about_ca_system_score_gemma":0.0002493778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005631273,"about_ca_topic_score_gemma":0.001141533,"domain_scores_codex":[0.9997086,0.00005928354,0.00001558394,0.00009061152,0.00009313394,0.00003278801],"domain_scores_gemma":[0.999718,0.0000551706,0.0001090562,0.00002403521,0.00006355629,0.00003015731],"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":[0.002090787,0.0001888216,0.04515938,0.0002271073,0.0002209252,0.0002251009,0.0001022273,0.0004980465,0.9187474,0.00008860397,0.0004589913,0.03199273],"study_design_scores_gemma":[0.00009264777,0.003943089,0.5272859,0.00007464319,0.0007056742,0.002027367,0.0002539632,0.008774886,0.4519279,0.0005301639,0.004308318,0.00007551975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886938,0.004276916,0.00486513,0.0001614072,0.00004924409,0.00006224086,0.001174214,0.0001257882,0.0005913595],"genre_scores_gemma":[0.9907637,0.001265803,0.005408893,0.0002204235,0.00004498686,0.0000621721,0.001019641,0.00002462699,0.001189749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007314918,"threshold_uncertainty_score":0.002391577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720009449900486,"score_gpt":0.2398530783743942,"score_spread":0.2226529838753893,"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."}}