{"id":"W2040630168","doi":"10.1016/j.bej.2006.10.018","title":"Application of genetic algorithm for determination of the effective diffusivity of andrographolide in plant materials","year":2006,"lang":"en","type":"article","venue":"Biochemical Engineering Journal","topic":"Andrographolide Research and Applications","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Andrographolide; Thermal diffusivity; Algorithm; Genetic algorithm; Biological system; Computer science; Materials science; Process engineering; Engineering; Mathematics; Chemistry; Thermodynamics; Mathematical optimization; Biology; Physics; Organic chemistry","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":[0.0006296581,0.0006059469,0.0007681447,0.0009694,0.0006337992,0.0007323805,0.0007883497,0.001138714,0.0008093355],"category_scores_gemma":[0.001465046,0.0003727154,0.0006219622,0.0007125713,0.0003689199,0.000559588,0.0003431179,0.000507951,0.0001254384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074113,"about_ca_system_score_gemma":0.001293208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009489096,"about_ca_topic_score_gemma":0.004880616,"domain_scores_codex":[0.9998248,0.00004647905,0.000009772408,0.00005530151,0.00004486425,0.00001877945],"domain_scores_gemma":[0.9994228,0.0003620698,0.00004990791,0.00002117723,0.00012732,0.00001673257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001307122,0.0001006423,0.001863878,0.0000860869,0.00006054048,0.00008468107,0.00008718203,0.9029906,0.01398606,0.002673255,0.0003093201,0.07762706],"study_design_scores_gemma":[0.00001122055,0.00002206881,0.000214458,0.000002931213,0.000008364147,0.00001361894,0.000007185653,0.9969994,0.002149473,0.0004073088,0.0001586831,0.000005343603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1857904,0.000556425,0.8092623,0.0002231216,0.00005240669,0.00009034594,0.00008427282,0.001021487,0.002919148],"genre_scores_gemma":[0.6019173,0.0002089798,0.396213,0.00004425309,0.00001614005,0.0001401794,0.0001122183,0.00009767061,0.001250267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009489096,"threshold_uncertainty_score":0.01886773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003919415756309252,"score_gpt":0.2406382149963292,"score_spread":0.23671879924002,"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."}}