{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006093523,0.000234186,0.0005010853,0.0001650152,0.0002896734,0.00001672825,0.0003371085,0.00007668603,0.00009703985],"category_scores_gemma":[0.0002154586,0.0002267665,0.0003392678,0.0002803362,0.0001102958,0.0000053815,0.0002578151,0.0001112333,5.909825e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007872291,"about_ca_system_score_gemma":0.00007384038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005939751,"about_ca_topic_score_gemma":0.00001920141,"domain_scores_codex":[0.9984189,0.00008807499,0.0004356842,0.0004754729,0.000217579,0.0003642935],"domain_scores_gemma":[0.9991658,0.00005741521,0.0002017743,0.0003836639,0.0001336267,0.00005771642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003362152,0.0002776356,0.001242593,0.00004614994,0.0006215324,7.136833e-7,0.00009860003,0.00008815811,0.9927939,0.003155123,0.0006171842,0.0007222242],"study_design_scores_gemma":[0.002104677,0.0004590365,0.006320208,0.00000256959,0.0005983468,0.00002183887,0.0006164555,0.0001167442,0.8573185,0.0006724611,0.1314344,0.0003347217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765305,0.01751968,0.003462184,0.0001416852,0.0005930076,0.0005329071,0.0009503423,0.00002223101,0.0002474416],"genre_scores_gemma":[0.9856671,0.001980521,0.01005693,0.0001706525,0.0001379576,0.0003206641,0.0003833059,0.00004435041,0.001238529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1354754,"threshold_uncertainty_score":0.9247268,"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."}}