{"id":"W1966579154","doi":"10.1016/j.ces.2004.05.034","title":"Periodic temperature forcing of catalytic reactions","year":2004,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Nonlinear Dynamics and Pattern Formation","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Forcing (mathematics); Thermodynamics; Modulation (music); Capacitance; Mechanics; Thermal; Microreactor; Chemistry; Catalysis; Physics; Physical chemistry; Atmospheric sciences; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001398782,0.0001996221,0.0003237678,0.0003337707,0.0004938754,0.0007402753,0.0005070782,0.000572605,0.003503224],"category_scores_gemma":[0.001552345,0.0002511786,0.000216447,0.0001400286,0.0009733755,0.0005606207,0.0005829656,0.0004654368,0.0002913423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005522341,"about_ca_system_score_gemma":0.0002997212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008742624,"about_ca_topic_score_gemma":0.0007181019,"domain_scores_codex":[0.9999284,0.000015087,0.000002349519,0.0000149155,0.00001606948,0.00002311149],"domain_scores_gemma":[0.9996682,0.0001460137,0.00004676618,0.00004551915,0.00003011575,0.0000634134],"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":[0.0007202848,0.0001690732,0.003422247,0.0001939818,0.00004991115,0.0007824801,0.0002977451,0.4514442,0.1376744,0.3843572,0.004449456,0.01643896],"study_design_scores_gemma":[0.00008878071,0.0000553898,0.003557905,0.00001312004,0.0000126866,0.0001378898,0.00009577583,0.8684115,0.01079706,0.1152842,0.001500748,0.00004498836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458314,0.0005871582,0.01765363,0.001171717,0.0003399255,0.00001435374,0.00009504917,0.0003017843,0.03400495],"genre_scores_gemma":[0.9982263,0.00008642701,0.0004014297,0.00002491307,0.00004132837,0.000005218259,0.00001635633,0.00002412236,0.001173856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003503224,"threshold_uncertainty_score":0.01171947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005182214588456437,"score_gpt":0.2040733318102835,"score_spread":0.198891117221827,"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."}}