{"id":"W91240268","doi":"10.5006/c2003-03333","title":"Effect of Rotating Cage Geometry on Flow Pattern and Corrosion Rate","year":2003,"lang":"en","type":"article","venue":"","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Cage; Corrosion; Materials science; Flow (mathematics); Geometry; Volumetric flow rate; Mechanics; Composite material; Structural engineering; Physics; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002293647,0.00008353952,0.0001320079,0.00003723237,0.00001864676,0.000008651301,0.00002091336,0.00004118201,0.0001412324],"category_scores_gemma":[0.00005904244,0.00006412272,0.00002481337,0.00006602228,0.00001159623,0.00003442925,0.00000243566,0.00008196652,0.00001447007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005742877,"about_ca_system_score_gemma":0.000001530373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008707004,"about_ca_topic_score_gemma":0.00000255472,"domain_scores_codex":[0.9995633,0.00005951348,0.0001050296,0.0000789468,0.00006000583,0.0001331632],"domain_scores_gemma":[0.9995753,0.0002880045,1.844047e-7,0.00006962668,0.000006983655,0.00005989975],"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":[0.00001850503,0.00002962218,0.02610752,0.001180643,0.00001612729,0.00002355652,0.0002464292,0.001055924,0.8837888,0.001382843,0.0001920468,0.08595799],"study_design_scores_gemma":[0.000474338,0.0003414548,0.001569559,0.0000622035,0.00001041505,0.000003126741,0.00000850319,0.0337348,0.9636366,0.00001977097,0.00002963038,0.0001096223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9160233,0.0000573918,0.07677513,0.000005516161,0.00008825366,0.0000734855,0.000004325016,0.00005946025,0.006913181],"genre_scores_gemma":[0.9997733,0.00001660163,0.0001298848,0.00004144294,0.000007941343,0.000003686384,0.000001588372,0.00001337848,0.00001218059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08584837,"threshold_uncertainty_score":0.2614849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004867552800487473,"score_gpt":0.2135511396204326,"score_spread":0.2086835868199451,"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."}}