{"id":"W4399126161","doi":"10.1002/cjce.25351","title":"Numerical and experimental study of homogenization mechanism of high shear rotor‐stator mixer","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Stator; Homogenization (climate); Mechanics; Materials science; Mechanism (biology); Shear (geology); Rotor (electric); Composite material; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001104953,0.0001002162,0.0002100395,0.00009209284,0.00001376822,0.00002272689,0.0001249642,0.00004722106,0.00004210821],"category_scores_gemma":[0.00002473713,0.00007435908,0.00004699623,0.0001670249,0.00002281632,0.000066485,0.000008792983,0.0001857177,4.74339e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006694679,"about_ca_system_score_gemma":0.00004716368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000283404,"about_ca_topic_score_gemma":0.000008495187,"domain_scores_codex":[0.9993826,0.000006985755,0.0002877961,0.00005874874,0.0001373307,0.0001265259],"domain_scores_gemma":[0.9996402,0.00004285091,0.00003088166,0.0000731386,0.00003860434,0.0001743038],"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":[0.00002740916,0.00008747607,0.00001425387,0.0006277392,0.0005583472,0.0001137962,0.003773337,0.6157966,0.3614892,0.01668698,0.0000355665,0.0007893328],"study_design_scores_gemma":[0.0003781769,0.0001884262,0.0000248482,0.0001423696,0.00007103269,0.00009692032,0.0001421679,0.8192698,0.1788924,0.0005163887,0.0001153592,0.0001620972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878709,0.001437945,0.01032052,0.0000206257,0.0002159061,0.00008176817,0.000004454229,0.00001414107,0.00003376904],"genre_scores_gemma":[0.9996442,0.000004369421,0.0002504954,0.000002753835,0.00006569199,0.000002178513,6.780646e-7,0.00002701372,0.000002645997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2034732,"threshold_uncertainty_score":0.3032275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005005770075419189,"score_gpt":0.1845817288032328,"score_spread":0.1795759587278136,"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."}}