{"id":"W2051434784","doi":"10.1080/01919510701451441","title":"Impinging-Jet Ozone Bubble Column Modeling: Hydrodynamics, Gas Hold-up, Bubble Characteristics, and Ozone Mass Transfer","year":2007,"lang":"en","type":"article","venue":"Ozone Science and Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ozone; Bubble; Contactor; Mass transfer coefficient; Sauter mean diameter; Mass transfer; Jet (fluid); Chemistry; Flow (mathematics); Analytical Chemistry (journal); Mechanics; Thermodynamics; Chromatography; Physics; Nozzle","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001750904,0.0006121986,0.000493323,0.0002324106,0.0002813696,0.0004727925,0.0007589622,0.0006691725,0.001044391],"category_scores_gemma":[0.000248602,0.0002475024,0.0004975257,0.0001412506,0.0002132384,0.0003854888,0.0002471886,0.0004598564,0.0001261216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009083538,"about_ca_system_score_gemma":0.0009277725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04067956,"about_ca_topic_score_gemma":0.01902417,"domain_scores_codex":[0.9999384,0.000007907186,0.000002665152,0.00001500195,0.00002210957,0.0000140627],"domain_scores_gemma":[0.9999019,0.0000441481,0.00001543172,0.000003585046,0.00002686604,0.000008223975],"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":[0.00008651464,0.0001028304,0.004290604,0.00008278456,0.00002758205,0.0001243043,0.00004599817,0.9302511,0.05837995,0.0008538184,0.0002570323,0.00549747],"study_design_scores_gemma":[0.000004334076,0.00002282116,0.0004070264,8.484701e-7,0.000004296458,0.000004840566,0.000003489529,0.9955913,0.003854964,0.00002613404,0.00007757214,0.000002415762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8303468,0.0005494863,0.1640077,0.0001934396,0.00003847381,0.0001289159,0.0005089755,0.0004377353,0.003788491],"genre_scores_gemma":[0.9879625,0.0002115549,0.009328678,0.00002472184,0.000005945563,0.00009203194,0.0001810243,0.00002527755,0.002168394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04067956,"threshold_uncertainty_score":0.08088559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006076217927241721,"score_gpt":0.1843110769076124,"score_spread":0.1782348589803707,"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."}}