{"id":"W2281632244","doi":"10.1038/srep19763","title":"Phenotypic Characterization Analysis of Human Hepatocarcinoma by Urine Metabolomics Approach","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Chinese People’s Liberation Army; Heilongjiang University of Chinese Medicine; Heilongjiang University","keywords":"Metabolomics; Diagnostic biomarker; Ingenuity; Urine; Medicine; Pathway analysis; Receiver operating characteristic; Metabolome; Computational biology; Biomarker discovery; Biomarker; Bioinformatics; Internal medicine; Biology; Diagnostic accuracy; Proteomics; Biochemistry","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":[0.0001496164,0.0001706434,0.0001777858,0.0006970742,0.0001479514,0.0002190603,0.00006505161,0.0001216815,0.0004852476],"category_scores_gemma":[0.0002585815,0.00005262156,0.0001551021,0.0004713217,0.0001011432,0.00008881044,0.0001374118,0.0001453146,0.0001579216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008614774,"about_ca_system_score_gemma":0.0001347381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007825714,"about_ca_topic_score_gemma":0.000783733,"domain_scores_codex":[0.9999139,0.00001861195,0.000006927201,0.0000210561,0.00002496594,0.00001459818],"domain_scores_gemma":[0.9999194,0.00001744313,0.00001596073,0.000006670812,0.00003011757,0.00001029385],"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":[0.0001709837,0.00003462518,0.01021534,0.0000533585,0.00001489185,0.0001015422,0.00003333455,0.0001242361,0.9820827,0.00007244324,0.00004222177,0.007054418],"study_design_scores_gemma":[0.00001084152,0.0004334922,0.1837204,0.000008953909,0.00007383637,0.0009003634,0.000128374,0.003815699,0.8083274,0.0002423036,0.002320058,0.00001828579],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752925,0.001777992,0.01995554,0.00007832434,0.00002178414,0.00006378932,0.001209759,0.0001308676,0.001469518],"genre_scores_gemma":[0.9868273,0.001070124,0.00985222,0.00003927345,0.000008555353,0.0000554477,0.001178095,0.00001754484,0.0009514228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007825714,"threshold_uncertainty_score":0.001623273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042625063748587,"score_gpt":0.2325968857158595,"score_spread":0.2221706350783737,"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."}}