{"id":"W4386515115","doi":"10.1021/acs.energyfuels.3c02220","title":"Bionic Packings Enhance the Absorption of SO<sub>2</sub> in a Bubble Column","year":2023,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Industrial Gas Emission Control","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China; Science and Technology Commission of Shanghai Municipality; Natural Science Foundation of Shanghai","keywords":"Mass transfer; Bubble; Absorption (acoustics); Mass transfer coefficient; Volume (thermodynamics); Phase (matter); Chemistry; Materials science; Analytical Chemistry (journal); Chromatography; Thermodynamics; Mechanics; Composite material","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":[0.0003121261,0.0001182476,0.0001800382,0.0001274431,0.00004665535,0.00002538168,0.000176409,0.0001328187,0.000046384],"category_scores_gemma":[0.00007989552,0.000102193,0.00006353558,0.0006486734,0.00003827381,0.00007535675,0.00003627826,0.0001641541,0.00006896773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000690522,"about_ca_system_score_gemma":0.00004444767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354425,"about_ca_topic_score_gemma":0.0001818593,"domain_scores_codex":[0.9990621,0.00004445494,0.0002829931,0.0001450196,0.0001812736,0.0002841754],"domain_scores_gemma":[0.999505,0.0001219668,0.00005323653,0.0002448527,0.00003309635,0.00004178242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000116024,0.000009339801,0.00004449339,0.00001390947,0.00001700941,0.000005160551,0.0001836344,0.01103931,0.9592016,0.000707269,0.003502588,0.02526413],"study_design_scores_gemma":[0.0003814237,0.00002315059,0.0005585974,0.00007582783,0.000007169555,0.000001294577,0.00004845639,0.004197668,0.9753073,0.0006689212,0.01860668,0.0001234817],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968876,0.0002769395,0.0004380107,0.0003109737,0.0004738077,0.00009971778,0.000005106782,0.0002125154,0.001295307],"genre_scores_gemma":[0.9988874,0.0002615211,0.00001393156,0.00005899524,0.0001920202,0.00005716154,0.000007744578,0.0000308339,0.0004903878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02514064,"threshold_uncertainty_score":0.4167308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016635069032456,"score_gpt":0.2144714005578744,"score_spread":0.2043050498675498,"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."}}