{"id":"W4409563051","doi":"10.1016/j.fochx.2025.102476","title":"LC-MS-based metabolomics for detecting adulteration in Tribulus terrestris-derived dietary supplements","year":2025,"lang":"en","type":"article","venue":"Food Chemistry X","topic":"Phytochemical Studies and Bioactivities","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Bulgarian Academy of Sciences; Ministarstvo Prosvete, Nauke i Tehnološkog Razvoja","keywords":"Tribulus terrestris; Metabolomics; Traditional medicine; Biology; Medicine; Chemistry; Chromatography; Traditional Chinese medicine; Pathology","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":[0.0002249286,0.0004140845,0.0001871245,0.0006944399,0.000202078,0.000316755,0.0001723372,0.0003041365,0.0009081275],"category_scores_gemma":[0.0002512891,0.0001048243,0.0002168681,0.0003535013,0.0001793122,0.0002516307,0.0001990364,0.0002645676,0.0002065701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001949293,"about_ca_system_score_gemma":0.0002441276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285383,"about_ca_topic_score_gemma":0.003727466,"domain_scores_codex":[0.9998699,0.00001865568,0.000007749933,0.00004182938,0.0000502652,0.00001154062],"domain_scores_gemma":[0.9999098,0.00001915172,0.00002284126,0.00000777639,0.00002883218,0.00001161117],"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":[0.0001238517,0.0000211994,0.001486993,0.00008328161,0.00001725341,0.00007315583,0.00002620804,0.0001056512,0.9917015,0.00005151821,0.00003038204,0.006278864],"study_design_scores_gemma":[0.00001410072,0.0005314207,0.03440731,0.00003267211,0.00006884316,0.0005267428,0.0001722745,0.004562394,0.9566418,0.000179473,0.002836178,0.00002671732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732497,0.003948688,0.017301,0.0001324229,0.0000480858,0.0001543524,0.001680633,0.0002573976,0.003227671],"genre_scores_gemma":[0.9586952,0.002087581,0.03489457,0.0002529817,0.0000198727,0.0001075007,0.000909948,0.00003622771,0.002996158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001285383,"threshold_uncertainty_score":0.003037989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290553085397804,"score_gpt":0.2627435225036122,"score_spread":0.2498379916496342,"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."}}