{"id":"W1591054024","doi":"10.1002/cjce.22254","title":"Numerical Study of Gas‐Liquid Flow in Dual‐Contact‐Flow Absorber with One‐Dimensional Two‐Way Coupled Model","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Program for New Century Excellent Talents in University; Air Force Office of Scientific Research; China Scholarship Council; Advanced Research Projects Agency - Energy; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Flow (mathematics); Mechanics; Dual (grammatical number); Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004435416,0.0009964092,0.001310538,0.0007229597,0.001161295,0.001468834,0.001400809,0.00320167,0.00354002],"category_scores_gemma":[0.001076707,0.0005738591,0.001126352,0.0006869595,0.001174639,0.0008663796,0.001121953,0.00101638,0.0002631151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001404434,"about_ca_system_score_gemma":0.001407779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03764879,"about_ca_topic_score_gemma":0.01290338,"domain_scores_codex":[0.9997275,0.00006702021,0.00001331307,0.00005422717,0.00007437793,0.00006351424],"domain_scores_gemma":[0.9994668,0.0002688116,0.00007771837,0.00001887444,0.0001112345,0.00005652542],"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":[0.00005238149,0.00003428575,0.00100617,0.00006684454,0.00001717614,0.0001709615,0.00004812607,0.9933657,0.001528807,0.002299756,0.0002279718,0.001181818],"study_design_scores_gemma":[0.000007786984,0.000007779577,0.00008322491,0.000002307677,0.000002311344,0.00000543117,0.000009364561,0.9995661,0.00009183788,0.0001230849,0.00009709093,0.000003687759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5241126,0.002355295,0.411611,0.00175464,0.0004214784,0.0003713905,0.0008577132,0.000772507,0.05774338],"genre_scores_gemma":[0.9642588,0.0005086685,0.02211641,0.0001539747,0.00004703771,0.0003446203,0.0002643335,0.00006114016,0.01224499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03764879,"threshold_uncertainty_score":0.07485932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478249331433564,"score_gpt":0.215031308494369,"score_spread":0.2002488151800333,"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."}}