{"id":"W3094812512","doi":"10.1038/s41598-020-76073-7","title":"Genome skimming and NMR chemical fingerprinting provide quality assurance biotechnology to validate Sarsaparilla identity and purity","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biotechnology; Adulterant; Quality assurance; Business; Product (mathematics); Genomics; Quality (philosophy); Genome; Biology; Marketing; Mathematics; Genetics; Gene; 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":[0.0005293816,0.0003893009,0.0002790294,0.0007355437,0.0004335302,0.0008574058,0.000304681,0.0008213695,0.002286846],"category_scores_gemma":[0.00126782,0.0002959865,0.0003190271,0.0005232518,0.0005111422,0.0007547267,0.0006084026,0.001015998,0.0009727913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267727,"about_ca_system_score_gemma":0.0003420956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008651052,"about_ca_topic_score_gemma":0.0024564,"domain_scores_codex":[0.9995731,0.00005111876,0.00002713685,0.0001350629,0.0001513979,0.000062133],"domain_scores_gemma":[0.9989834,0.0002977806,0.0003193903,0.0001302485,0.0002110159,0.00005810997],"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":[0.0000619187,0.00002221147,0.002480156,0.0001238308,0.00001290769,0.00009844112,0.0001058607,0.0001079265,0.9845673,0.00033458,0.0001900438,0.01189478],"study_design_scores_gemma":[0.000006437456,0.0001721647,0.0176026,0.00004020553,0.00005202625,0.0005569211,0.0002431206,0.001415515,0.9660346,0.0005606422,0.01328138,0.00003433521],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470597,0.003069479,0.1258218,0.001373267,0.0002501537,0.0001912869,0.006235027,0.001895571,0.01410385],"genre_scores_gemma":[0.8511108,0.001923208,0.132716,0.0008988547,0.00004399095,0.0001626066,0.004918063,0.0003634099,0.007863069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002286846,"threshold_uncertainty_score":0.007650256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02217344033434114,"score_gpt":0.2726927512964951,"score_spread":0.2505193109621539,"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."}}