{"id":"W2011477227","doi":"10.1002/aic.11181","title":"Modeling of an aerosol reactor for optimizing product properties","year":2007,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Vale (Canada)","funders":"","keywords":"Computational fluid dynamics; Aerosol; Residence time (fluid dynamics); Plug flow reactor model; Particle (ecology); Residence time distribution; Condensation; Chemical reactor; Process engineering; Particle size; Mechanics; Reactor design; Nuclear engineering; Flow (mathematics); Continuous stirred-tank reactor; Chemistry; Engineering; Thermodynamics; Physics; Chemical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0009208011,0.0001084355,0.0001545585,0.00007854488,0.00006029658,0.00003416661,0.0001737938,0.00004763421,0.000004244234],"category_scores_gemma":[0.0001145526,0.00009587014,0.00006098406,0.0000809852,0.00001982249,0.0003364371,0.00001526521,0.0002341362,0.000001717641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007766362,"about_ca_system_score_gemma":0.00002505813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003757043,"about_ca_topic_score_gemma":0.000009710047,"domain_scores_codex":[0.9990341,0.0000118128,0.0003860005,0.00009678151,0.0001576101,0.0003136646],"domain_scores_gemma":[0.9995112,0.0000222678,0.0000390876,0.000182527,0.000140217,0.0001046556],"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":[0.00003378189,0.00002046379,0.00003659238,0.00003300967,0.00002873041,0.000002517949,0.0004647589,0.5481877,0.4488064,0.00002723588,0.00002588068,0.002332958],"study_design_scores_gemma":[0.0002549304,0.00004843092,0.00001775209,0.00004241597,0.00001701955,0.00006356306,0.0001412889,0.8596001,0.1396112,0.00006623245,0.00002915615,0.0001078602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8662777,0.0004366567,0.1324387,0.0000208628,0.0003669939,0.0001330425,0.000002072349,0.00006957565,0.0002544464],"genre_scores_gemma":[0.9382018,0.00003510864,0.06133735,0.00001059404,0.0003541417,0.00000430473,0.000001106411,0.00004003287,0.00001550419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3114124,"threshold_uncertainty_score":0.3909471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03767668608691409,"score_gpt":0.2573328784751603,"score_spread":0.2196561923882462,"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."}}