{"id":"W2049659156","doi":"10.1002/cjce.5450800426","title":"Pressure Drop and Mass Transfer Study in Static Mixers with Gas Continuous Phase","year":2002,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pressure drop; Contactor; Mass transfer; Static mixer; Mechanics; Bubble; Work (physics); Drop (telecommunication); Flow (mathematics); Mixing (physics); Materials science; Volumetric flow rate; Thermodynamics; Turbulence; Mechanical engineering; Physics; Engineering","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":[0.0004585836,0.0003125282,0.0004619091,0.0002844477,0.0002402724,0.0004602708,0.000384201,0.0002601666,0.001410052],"category_scores_gemma":[0.0007532007,0.0002182296,0.0002779923,0.0003412776,0.0002989407,0.0004001372,0.0002676849,0.0004916958,0.000294338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588234,"about_ca_system_score_gemma":0.0001985348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004011346,"about_ca_topic_score_gemma":0.0003111722,"domain_scores_codex":[0.9995698,0.00007559653,0.00001693592,0.00006653333,0.0002006073,0.00007039809],"domain_scores_gemma":[0.999558,0.0002486771,0.00006020495,0.00002524681,0.00007103334,0.00003679651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000151704,0.00004687166,0.0003571714,0.00004722681,0.000007065053,0.00004922355,0.00004345741,0.0001134697,0.9969193,0.00007175083,0.00002931515,0.002163479],"study_design_scores_gemma":[0.000009677444,0.0004516332,0.001341374,0.00000141639,0.00001079118,0.00004928537,0.00002126563,0.001585146,0.9961534,0.00001307786,0.0003592124,0.000003682722],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937405,0.0007059255,0.004853373,0.00002168775,0.00002130552,0.00001586475,0.00004442387,0.0000517037,0.0005452636],"genre_scores_gemma":[0.9956394,0.0003163161,0.002783983,0.00001621699,0.00001991305,0.00001294097,0.00007968738,0.00001090745,0.001120564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001410052,"threshold_uncertainty_score":0.004717052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008308300990192087,"score_gpt":0.1939731235718068,"score_spread":0.1856648225816148,"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."}}