{"id":"W4381052816","doi":"10.2139/ssrn.4479366","title":"Development of Organic Three-Phase Laminar Flow Microfluidic Chip for Extraction of Ginsenosides from Panax Ginseng","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ginseng Biological Effects and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Ginseng; Laminar flow; Ginsenoside; Extraction (chemistry); Microfluidic chip; Chemistry; Traditional medicine; Microfluidics; Chromatography; Materials science; Medicine; Nanotechnology; Physics; Mechanics","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":[0.0002779607,0.0005093946,0.0004456481,0.0002840975,0.0002976303,0.0005344251,0.0005349529,0.0004870094,0.0009743116],"category_scores_gemma":[0.0002593053,0.0003399805,0.0005007087,0.0001830513,0.0002213592,0.0004156045,0.0004013088,0.0003701566,0.0006787485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003281626,"about_ca_system_score_gemma":0.0006786993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000528251,"about_ca_topic_score_gemma":0.001143236,"domain_scores_codex":[0.9998093,0.00001747401,0.00001484722,0.00006628015,0.00005602348,0.00003602774],"domain_scores_gemma":[0.9998928,0.00003712082,0.00001685312,0.00001488976,0.00002466661,0.00001365932],"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":[0.00005591909,0.00002780496,0.0001566938,0.00006962078,0.00001136376,0.00003369352,0.0000126932,0.0001525621,0.9953041,0.0001216266,0.0001072467,0.003946635],"study_design_scores_gemma":[0.00001408209,0.0001106546,0.0009696175,0.000004090745,0.00001771744,0.00005283521,0.000008264446,0.002663299,0.993749,0.00004404043,0.002355205,0.00001112807],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8315108,0.003029129,0.1547736,0.0006682396,0.0005253124,0.0006399911,0.002038939,0.002198238,0.00461569],"genre_scores_gemma":[0.7835459,0.00202676,0.2018795,0.000541373,0.0001187981,0.0006301418,0.002160958,0.0001370734,0.008959569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009743116,"threshold_uncertainty_score":0.003259361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02526427913950851,"score_gpt":0.2999680081419724,"score_spread":0.2747037290024639,"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."}}