{"id":"W4311391081","doi":"10.3390/plants11243505","title":"Saponin Biosynthesis in Pulses","year":2022,"lang":"en","type":"review","venue":"Plants","topic":"Natural product bioactivities and synthesis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Council Canada","keywords":"Saponin; Diversification (marketing strategy); Biosynthesis; Biology; Metabolic pathway; Functional diversity; Biotechnology; Biochemistry; Computational biology; Enzyme; Ecology; Business; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002216337,0.0002994607,0.0007186707,0.000140247,0.00006430768,0.00002015189,0.0003593467,0.0002619655,0.0003921713],"category_scores_gemma":[0.0001777163,0.0002482582,0.0002604388,0.0001177301,0.00003181119,0.000001842407,0.0002096013,0.0002514723,0.00003152782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004375805,"about_ca_system_score_gemma":0.0001175281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004762698,"about_ca_topic_score_gemma":0.00003703267,"domain_scores_codex":[0.9985436,0.0002065714,0.0002943919,0.0005227322,0.0001387398,0.0002939534],"domain_scores_gemma":[0.9993008,0.0001029452,0.0001390988,0.0004077436,0.000004499589,0.00004486509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001481769,0.00004162531,0.000005729775,0.0009607943,0.00008432524,0.00002243746,0.000005367172,1.148038e-7,0.0001353468,0.000004268154,0.001435211,0.99729],"study_design_scores_gemma":[0.00004580619,0.00003439733,0.000003335676,0.0004825158,0.00005653394,0.00005609832,0.000020012,2.219214e-7,0.0008028499,0.000007501034,0.9981829,0.0003078381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003155129,0.9968751,2.530722e-7,0.00001799224,0.0002745742,0.0002586766,0.0003892164,0.000009599566,0.001859069],"genre_scores_gemma":[0.0003107397,0.9975104,0.00003661613,0.00003572633,0.0002348034,0.00008040369,0.0006064404,0.00004345286,0.001141425],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9969821,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05371739522559071,"score_gpt":0.309983925312772,"score_spread":0.2562665300871813,"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."}}