{"id":"W2997645269","doi":"10.1021/acs.iecr.9b04496","title":"Handling of Solids and Flow Characterization in a Baffleless Oscillatory Flow Coil Reactor","year":2019,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Continuous stirred-tank reactor; Residence time (fluid dynamics); Flow (mathematics); Mechanics; Clogging; Residence time distribution; Dissipation; Laminar flow reactor; Particle (ecology); Oscillation (cell signaling); Chemistry; Materials science; Volumetric flow rate; Precipitation; Chemical engineering; Thermodynamics; Open-channel flow; Physics; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008767381,0.0001647341,0.0002666041,0.0002288051,0.00002228102,0.0000314636,0.0001645729,0.0003310028,0.00005828704],"category_scores_gemma":[0.000156396,0.0001885801,0.00002391203,0.0008843229,0.00005526161,0.0001356051,0.00007452504,0.0008091478,0.000004297131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001975875,"about_ca_system_score_gemma":0.00007947609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008203939,"about_ca_topic_score_gemma":8.569239e-8,"domain_scores_codex":[0.9986922,0.00001514665,0.0003941717,0.0002247089,0.0003155351,0.0003581964],"domain_scores_gemma":[0.999418,0.00007891322,0.00003516362,0.0002420827,0.0001765481,0.0000492616],"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":[0.00001913395,0.00001203639,0.0010417,0.0002677514,0.00001579045,0.000003041263,0.0001242653,0.0010337,0.9932306,0.00004240231,0.0001005759,0.004109043],"study_design_scores_gemma":[0.0005810504,0.0000196069,0.0004208991,0.0002790967,0.000002126971,0.000005148996,0.00004075082,0.06420086,0.9314402,0.000006567142,0.002834929,0.0001687569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972028,0.00008150569,0.001316044,0.00001730401,0.0001882051,0.0002584872,0.00005368172,0.000137355,0.0007446687],"genre_scores_gemma":[0.9992899,0.00003022209,0.000088464,0.000001898912,0.0002300501,0.00002680283,0.0001460013,0.00004237074,0.0001442461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06316715,"threshold_uncertainty_score":0.7690072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03805129470212117,"score_gpt":0.2770804876085696,"score_spread":0.2390291929064485,"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."}}