{"id":"W1514582961","doi":"10.1002/cjce.20327","title":"On bubble column reactor design for the determination of kinetic rate constants in gas–liquid systems","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Generalitat Valenciana","keywords":"Reaction rate constant; Chemistry; Bubble column reactor; Mass transfer; Kinetic energy; Bubble; Thermodynamics; Mass transfer coefficient; Thermal diffusivity; Reaction rate; Constant (computer programming); Chromatography; Kinetics; Mechanics; Organic chemistry; Physics; Gas bubble; Catalysis","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":[0.000544145,0.00009329653,0.0001597108,0.0001104926,0.00002170209,0.00003230408,0.0002180873,0.00006917558,0.000004243265],"category_scores_gemma":[0.0003281326,0.00006741652,0.00004722844,0.0001075579,0.00003290226,0.0000426808,0.000003798544,0.0003318452,4.065384e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001199845,"about_ca_system_score_gemma":0.0001115244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003039851,"about_ca_topic_score_gemma":0.0004058436,"domain_scores_codex":[0.999361,0.000009233676,0.0002915132,0.00004639423,0.00008209277,0.0002097071],"domain_scores_gemma":[0.9990956,0.0005347783,0.00005710835,0.0001183693,0.00007281987,0.000121282],"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":[0.00001804487,0.000002188224,0.000003312386,0.00004580364,0.00001459061,0.00000679802,0.0001148759,0.2543286,0.7436373,0.001448379,0.00005603554,0.0003240914],"study_design_scores_gemma":[0.0003161144,0.0000468669,0.00002062128,0.0001625777,0.0000174823,0.00004631195,0.00001018772,0.8796862,0.1192679,0.00007373973,0.0002617429,0.00009019599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672353,0.0002989123,0.03123385,0.00008217974,0.0008418369,0.0002353721,0.00001157391,0.000009433944,0.0000515613],"genre_scores_gemma":[0.9992557,0.0000058306,0.000604002,0.000008672924,0.00008857345,0.000008845583,6.238452e-7,0.00002433174,0.000003429757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6253576,"threshold_uncertainty_score":0.2749166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008217220205892942,"score_gpt":0.1815621829274224,"score_spread":0.1733449627215295,"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."}}