{"id":"W2144085981","doi":"10.1007/3-540-44839-x_54","title":"Simulation of Chemical Reaction Fronts in Anaerobic Digestion of Solid Waste","year":2003,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Numerical integration; Ordinary differential equation; Nonlinear system; Computer science; Numerical analysis; Quadrature (astronomy); Partial differential equation; Applied mathematics; Differential equation; Computational science; Mathematics; Mathematical analysis; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007965194,0.0003154933,0.0006009478,0.0006640779,0.00003914464,0.00005539185,0.00125979,0.0003217729,0.0000020449],"category_scores_gemma":[0.0001396493,0.0003129333,0.0001058679,0.0006729549,0.0002519894,0.0003577961,0.000296232,0.0004269931,0.000003606139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415071,"about_ca_system_score_gemma":0.0002173121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000405027,"about_ca_topic_score_gemma":0.00001478757,"domain_scores_codex":[0.9971887,0.00005964126,0.0008394011,0.0008386133,0.0007140741,0.0003595935],"domain_scores_gemma":[0.997803,0.0004261038,0.0006417276,0.0007893799,0.0002675959,0.00007216106],"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":[0.00000961281,0.0000522927,0.00008730518,0.00007665762,0.000006363824,0.000008158719,0.0003987483,0.9342694,0.003627933,0.001748174,0.000004585577,0.05971073],"study_design_scores_gemma":[0.0003200744,0.0001088558,0.0001597033,0.0008789524,0.000004960585,0.00001015486,1.830726e-7,0.9712656,0.008799956,0.01803892,0.0001013801,0.0003113133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008554728,0.0001819961,0.9894424,0.00005528114,0.001044978,0.0002782785,0.000007440231,0.0000394719,0.0003953934],"genre_scores_gemma":[0.9625057,0.000006977073,0.03726978,0.0000562262,0.0001053309,0.000001961166,0.00001162919,0.00001310979,0.00002929945],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9539509,"threshold_uncertainty_score":0.9999323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01691337120505557,"score_gpt":0.2543564485352024,"score_spread":0.2374430773301468,"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."}}