{"id":"W4413335362","doi":"10.1002/cjce.70068","title":"Numerical simulation for influence of rear wear ring and balance hole on performance of the canned motor pump","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Balance (ability); Ring (chemistry); Automotive engineering; Mechanics; Materials science; Mechanical engineering; Engineering; Physics; Chemistry; Psychology; Neuroscience","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":[0.0001747029,0.00007295762,0.0001699882,0.00005715091,0.0000267547,0.000008214512,0.000169554,0.00004570185,0.000001181196],"category_scores_gemma":[0.000209014,0.00005010746,0.00004661755,0.0001258658,0.0000314077,0.00004307006,0.000005470348,0.0001480707,1.501474e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007526876,"about_ca_system_score_gemma":0.00007225237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001796659,"about_ca_topic_score_gemma":0.000009181306,"domain_scores_codex":[0.9994562,0.000006374371,0.0002797534,0.0000389404,0.0000910851,0.0001276581],"domain_scores_gemma":[0.9995207,0.000175902,0.00006578887,0.0001116555,0.00005087314,0.00007510689],"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":[0.0000098998,9.811691e-7,0.0005197253,0.0002001713,0.00002427338,2.103369e-7,0.0002111835,0.9589258,0.03985849,0.00007054184,0.000009269073,0.0001694517],"study_design_scores_gemma":[0.0002416679,0.00002144482,0.002860811,0.0006077304,0.0000137148,0.0000046011,0.000008649555,0.923903,0.0720828,0.00001265962,0.0001922424,0.00005065777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985245,0.0001367712,0.000929238,0.00008903931,0.0001280347,0.0001050473,0.000004589363,0.000005271011,0.00007749257],"genre_scores_gemma":[0.9998351,0.000002857816,0.00008551394,0.00001619648,0.00003877626,0.00000274892,1.564725e-7,0.000009128567,0.000009565835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03502277,"threshold_uncertainty_score":0.2043323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004780692700334656,"score_gpt":0.1867331086342604,"score_spread":0.1819524159339257,"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."}}