{"id":"W4416785413","doi":"10.28924/2291-8639-23-2025-309","title":"Steady-State Concentration and Current in Enhanced Modeling of Nonlinear Reaction-Diffusion Equations in Different Enzyme Kinetics","year":2025,"lang":"","type":"article","venue":"International Journal of Analysis and Applications","topic":"Chromatography in Natural Products","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Prince Sultan University","keywords":"Nonlinear system; Current (fluid); Enzyme kinetics; Diffusion; Kinetics; Reaction–diffusion system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002769092,0.0002126366,0.0005322882,0.0009512071,0.00005404807,0.00008610207,0.0002815315,0.000104377,0.00002300727],"category_scores_gemma":[0.0001481079,0.0002020873,0.0002134821,0.001262932,0.000111513,0.0002068024,0.0001011139,0.0004649567,2.642372e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001995001,"about_ca_system_score_gemma":0.0001039943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140771,"about_ca_topic_score_gemma":0.0002902724,"domain_scores_codex":[0.9973016,0.00006102651,0.001681033,0.0003289629,0.0004732946,0.000154097],"domain_scores_gemma":[0.9975379,0.0002863119,0.0009461638,0.0002086585,0.0009439591,0.00007706966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003286451,0.003162845,0.03706738,0.000342257,0.002612422,0.000004650237,0.001729739,0.06241972,0.7950573,0.003281174,0.00001405167,0.09397982],"study_design_scores_gemma":[0.003292067,0.00006087797,0.02474298,0.00134083,0.0016596,0.000007912306,0.001029033,0.8697733,0.09108222,0.006253359,0.0003684612,0.0003893362],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150984,0.00445011,0.07897668,0.0009018565,0.0001504238,0.0001924705,0.0000768254,0.000003754048,0.0001494612],"genre_scores_gemma":[0.9889659,0.0103088,0.0004192989,0.00001500395,0.0001553088,0.00001664703,0.00008324435,0.000007402556,0.00002844977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8073536,"threshold_uncertainty_score":0.8240882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169043449144445,"score_gpt":0.3000724349566768,"score_spread":0.2883820004652323,"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."}}