{"id":"W2070121435","doi":"10.1055/s-2009-1216408","title":"Quality Evaluation and Quality Control of Botanicals and Traditional Chinese Medicine","year":2009,"lang":"en","type":"article","venue":"Planta Medica","topic":"Traditional Chinese Medicine Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; Agricultural Research Service; University of British Columbia; University of Illinois at Urbana-Champaign; National Oceanic and Atmospheric Administration; U.S. Food and Drug Administration; National Science Foundation of Sri Lanka; University of Colombo; U.S. Department of Agriculture; Western Carolina University; International Science Council; Chinese Academy of Sciences; Kurukshetra University; National Center for Complementary and Alternative Medicine; China Academy of Traditional Chinese Medicine; National Institutes of Health; National Center for Research Resources; National Institute of Allergy and Infectious Diseases; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Hong Kong Polytechnic University; National Science Foundation; Deutsche Krebshilfe; National Natural Science Foundation of China; Tata Trusts; University Grants Commission; Wake Forest University","keywords":"Quality (philosophy); Computer science; Process (computing); Control (management); Software; Extraction (chemistry); Identification (biology); Process engineering; Reliability engineering; Artificial intelligence; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003665178,0.0002116274,0.0009699379,0.0001760691,0.00006841122,0.000004709618,0.00007460795,0.0001192724,0.000626152],"category_scores_gemma":[0.005459694,0.0001400902,0.00007887623,0.0002633512,0.0004435176,0.00009453119,0.000009271666,0.0002656633,0.000002319043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004253799,"about_ca_system_score_gemma":0.000130029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001486612,"about_ca_topic_score_gemma":0.0000312694,"domain_scores_codex":[0.9965509,0.0003250975,0.0008946963,0.0003659366,0.001679523,0.0001838581],"domain_scores_gemma":[0.996949,0.001866803,0.0002846653,0.0002684416,0.0002400377,0.0003911062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004036961,0.001865467,0.7810202,0.001100061,0.001451086,0.0001188238,0.00248771,0.000006865913,0.08316782,0.0343626,0.01029092,0.08009153],"study_design_scores_gemma":[0.007632303,0.0005831599,0.9799777,0.0002277749,0.0005942521,0.0002139134,0.0000999746,0.001215809,0.000037579,0.009071899,0.0002200006,0.0001256082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965238,0.002567445,0.0007682943,0.02685473,0.0001055374,0.0004279981,0.0001596357,0.0000409595,0.003837392],"genre_scores_gemma":[0.9951395,0.0003580243,0.0002528671,0.003077721,0.0006641783,0.00001340686,0.0004567099,0.000008197225,0.00002938719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1989576,"threshold_uncertainty_score":0.6855925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08318644738838972,"score_gpt":0.3883965520628689,"score_spread":0.3052101046744792,"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."}}