{"id":"W2992834502","doi":"10.3390/plants8120567","title":"Optimize, Modulate, and Scale-up Resveratrol and Resveratrol Dimers Bioproduction in Vitis labrusca L. Cell Suspension from Flasks to 20 L Bioreactor","year":2019,"lang":"en","type":"article","venue":"Plants","topic":"Sirtuins and Resveratrol in Medicine","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Brock University; Conseil Régional Champagne Ardenne","keywords":"Resveratrol; Bioproduction; Chemistry; Bioreactor; Suspension culture; Methyl jasmonate; Suspension (topology); Cell culture; Chromatography; Biochemistry; Organic chemistry; Biology; Gene","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003167804,0.0006407681,0.0005093922,0.0003118181,0.0002411254,0.0005112713,0.0004102067,0.0003318375,0.0009096772],"category_scores_gemma":[0.0001597571,0.0001806059,0.000489171,0.0002744481,0.0001529988,0.0003061949,0.000401986,0.0005780344,0.0006046711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004124378,"about_ca_system_score_gemma":0.0002853163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410203,"about_ca_topic_score_gemma":0.00219406,"domain_scores_codex":[0.9997333,0.00003622375,0.00003085287,0.00007216633,0.00008933961,0.00003802412],"domain_scores_gemma":[0.9999262,0.00001554733,0.000017756,0.00001036147,0.00001794315,0.00001207729],"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":[0.00001834946,0.00002841502,0.00011112,0.00004135204,0.000003722188,0.00001818062,0.00001435648,0.0001399972,0.9982724,0.00001737179,0.00002383392,0.00131087],"study_design_scores_gemma":[0.000005042403,0.0001821835,0.001167604,0.00000685549,0.00001989515,0.0000303585,0.00002803509,0.0009041617,0.9960238,0.00002290826,0.001603187,0.000005981079],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758606,0.001794881,0.0174589,0.0001782419,0.00006908525,0.0002061484,0.0009789602,0.0004237885,0.003029363],"genre_scores_gemma":[0.9635338,0.001448786,0.02823244,0.00009739454,0.00001984965,0.0002631379,0.001760234,0.000116137,0.004528181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001410203,"threshold_uncertainty_score":0.003043175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006872896634494089,"score_gpt":0.2242598007167321,"score_spread":0.217386904082238,"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."}}