{"id":"W1964138339","doi":"10.1007/s00726-007-0542-z","title":"Strategies for comprehensive analysis of amino acid biomarkers of oxidative stress","year":2007,"lang":"en","type":"review","venue":"Amino Acids","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Amino acid; Oxidative stress; Biomarker; Computational biology; Amino acid analysis; Chemistry; Biochemistry; Bioinformatics; Biology","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":[0.001896726,0.002731363,0.003061095,0.002928566,0.0003601778,0.001629569,0.002262683,0.001755584,0.001439561],"category_scores_gemma":[0.0009890877,0.0006152399,0.0008459396,0.001910519,0.001116883,0.001943556,0.00131299,0.002690312,0.001833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009399998,"about_ca_system_score_gemma":0.001272008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009848459,"about_ca_topic_score_gemma":0.001891179,"domain_scores_codex":[0.9995646,0.00006292365,0.00003355428,0.0001273325,0.0001747701,0.00003673907],"domain_scores_gemma":[0.9992452,0.0003001492,0.00008769714,0.00004784641,0.0002721618,0.00004703366],"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":[0.0002302785,0.0002191676,0.001076528,0.007020985,0.0002497589,0.0004716648,0.00006051576,0.0006313426,0.08918594,0.007326332,0.00947914,0.8840483],"study_design_scores_gemma":[0.0001151413,0.0006294397,0.00566651,0.001911806,0.0006424335,0.005751029,0.0001859063,0.001756516,0.1053759,0.02390788,0.8538842,0.0001732602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001327799,0.969076,0.02581397,0.000926491,0.0004101692,0.00005057863,0.0001139044,0.0001063115,0.002174723],"genre_scores_gemma":[0.006877684,0.9549549,0.03376262,0.0009641703,0.0005581999,0.0001539981,0.000364523,0.00002422939,0.002339728],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003061095,"threshold_uncertainty_score":0.01003098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05928485093776299,"score_gpt":0.3603720864827133,"score_spread":0.3010872355449504,"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."}}