{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002063857,0.0007281271,0.0007540675,0.001589185,0.0002557478,0.000822857,0.0004527906,0.0006979663,0.00277487],"category_scores_gemma":[0.0002631791,0.0002424704,0.0003631157,0.001489349,0.0003011651,0.001045865,0.0005647867,0.001199519,0.001977733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005559938,"about_ca_system_score_gemma":0.000677231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008263616,"about_ca_topic_score_gemma":0.001255799,"domain_scores_codex":[0.9998933,0.00001281951,0.00001494582,0.00002625024,0.00003826369,0.00001443238],"domain_scores_gemma":[0.9999139,0.00003124128,0.00001508556,0.000003786949,0.00002339487,0.00001249449],"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":[0.0001117771,0.00006422114,0.000214154,0.02515465,0.00007477128,0.0003877363,0.00008098454,0.0006476512,0.01615389,0.007082043,0.01793708,0.9320911],"study_design_scores_gemma":[0.000009900565,0.00007520952,0.0008313546,0.001910357,0.00006727255,0.001497037,0.00003557817,0.0001058403,0.003769092,0.002113264,0.9895672,0.00001787777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004517512,0.9964427,0.0002591471,0.0001437655,0.0001424291,0.00000522227,0.00004372169,0.0000140707,0.002497142],"genre_scores_gemma":[0.002627606,0.99565,0.0002389741,0.0001308733,0.00007733767,0.000005963465,0.00008546429,0.000002972356,0.001180768],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00277487,"threshold_uncertainty_score":0.009282827,"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."}}