{"id":"W4396733638","doi":"10.1002/cjce.25304","title":"Mass transfer and bubble hydrodynamics in stirred tank with multiple properties fluid via a <scp>CFD‐PBM</scp> method","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Bubble; Mass transfer; Mechanics; Air bubble; Fluid simulation; Physics; Materials science","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":[0.0003029767,0.0002007864,0.0002536437,0.0002422186,0.00003071026,0.0001258045,0.0001846582,0.00009339329,0.000002578681],"category_scores_gemma":[0.00007053991,0.0001460745,0.0000584641,0.0002763508,0.00004053049,0.0001562368,0.000007282653,0.0005713697,0.000001020963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002671086,"about_ca_system_score_gemma":0.0001396401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005993508,"about_ca_topic_score_gemma":0.001357228,"domain_scores_codex":[0.9990453,0.00001081694,0.0002959244,0.0001177662,0.0001394126,0.0003907725],"domain_scores_gemma":[0.999401,0.0001446319,0.00001026385,0.000110025,0.00003520886,0.0002988679],"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":[0.000003001339,0.00000176474,0.00004730461,0.000170458,0.00007661506,0.0001268913,0.0008208156,0.5600932,0.4376655,0.0001656984,0.00002642031,0.0008023423],"study_design_scores_gemma":[0.0002608149,0.00002129386,0.00003344769,0.0003743616,0.00003441182,0.0003113452,0.00003241223,0.9675973,0.03054723,0.00007517195,0.0006127163,0.00009951617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8785416,0.004627214,0.1160763,0.0001648956,0.0002573556,0.0001260409,0.00001171539,0.0000615665,0.0001332877],"genre_scores_gemma":[0.9954554,0.00002504913,0.004307739,0.00001348771,0.00009128192,0.000006266821,0.000001713541,0.00007020716,0.00002885017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4075041,"threshold_uncertainty_score":0.5956746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004818064153230169,"score_gpt":0.1612476890918344,"score_spread":0.1564296249386043,"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."}}