{"id":"W2129691001","doi":"10.1002/cjce.20556","title":"Scaling up of silverson rotor–stator mixers","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; University of Manchester; Royal Commission for the Exhibition of 1851; Royal Society","keywords":"Scaling; Stator; Mechanics; Sauter mean diameter; Drop (telecommunication); Rotor (electric); Coalescence (physics); Breakage; Materials science; Volumetric flow rate; Emulsion; Thermodynamics; Physics; Engineering; Mechanical engineering; Mathematics; Composite material; Chemical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001870158,0.0001140436,0.0001852388,0.0001316823,0.0000232866,0.00001469736,0.000265268,0.00006714233,0.00003994491],"category_scores_gemma":[0.00008059164,0.00009646183,0.0001047041,0.0001309693,0.00003792682,0.00008024354,0.000007661566,0.0002909818,0.000001964296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522698,"about_ca_system_score_gemma":0.0001000806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006990604,"about_ca_topic_score_gemma":0.0000693832,"domain_scores_codex":[0.9992751,0.000004176713,0.000295338,0.00004817383,0.0001128665,0.0002643708],"domain_scores_gemma":[0.9994246,0.00004136764,0.00004906869,0.0001167722,0.00005992445,0.0003082611],"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":[0.00002463614,0.000009616818,0.0004311223,0.0002860859,0.0003535513,0.000104272,0.006374257,0.2063719,0.7770168,0.004249285,0.000937129,0.003841433],"study_design_scores_gemma":[0.0006797081,0.00003663011,0.0003831913,0.0004084796,0.00009017526,0.000190945,0.0001427031,0.3357336,0.6599997,0.0002483729,0.001651808,0.0004347194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950694,0.0005515096,0.003027098,0.00001895413,0.0007145611,0.00004991851,0.000006087883,0.00002083968,0.0005416331],"genre_scores_gemma":[0.9982234,0.000005137529,0.001623846,0.00001069489,0.00009563997,9.747985e-7,5.50082e-7,0.00003181481,0.000007955065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1293617,"threshold_uncertainty_score":0.3933599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008740006025177065,"score_gpt":0.155835890552032,"score_spread":0.1470958845268549,"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."}}