{"id":"W2090618002","doi":"10.1021/jp013541z","title":"Propagation of Excitation Pulses and Autocatalytic Fronts in Packed-Bed Reactors","year":2002,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry B","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mechanics; Flow velocity; Turbulence; Excitation; Packed bed; Physics; Flow (mathematics); 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":[0.0002319317,0.0001869996,0.0002626677,0.0002163185,0.000222581,0.0004021125,0.0003553646,0.0003315934,0.0003032205],"category_scores_gemma":[0.001096222,0.0002771074,0.0001394199,0.0001953682,0.0005005582,0.0004530199,0.0002687272,0.0004662168,0.00007912091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006120921,"about_ca_system_score_gemma":0.0002516933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200753,"about_ca_topic_score_gemma":0.0008261061,"domain_scores_codex":[0.9998958,0.00001640794,0.000004217043,0.0000160703,0.00004322417,0.00002422162],"domain_scores_gemma":[0.999404,0.0003941632,0.00007978609,0.00002175549,0.00006214577,0.00003807233],"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":[0.0005681883,0.0001538565,0.003292443,0.0001588226,0.00002284642,0.0004457813,0.0002886399,0.1557025,0.81263,0.0063275,0.00009829081,0.02031112],"study_design_scores_gemma":[0.0000398586,0.0002976751,0.001797897,0.000007452446,0.00001302559,0.00006748657,0.00003749826,0.5868102,0.4096299,0.00103733,0.0002433878,0.00001830638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986321,0.0001278859,0.01309625,0.0000194129,0.000004612424,0.000005998692,0.000008304446,0.00006259991,0.0003540326],"genre_scores_gemma":[0.9958352,0.00007986222,0.003772217,0.000005546513,0.00000134949,0.000005020812,0.00001014412,0.000007734458,0.0002830144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001200753,"threshold_uncertainty_score":0.004441082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181480683138842,"score_gpt":0.221541223521559,"score_spread":0.2097264166901706,"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."}}