{"id":"W4410620379","doi":"10.1016/b978-0-323-85936-3.00027-2","title":"Computational Fluid Dynamics","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Cyclone Separators and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Kingston Process Metallurgy (Canada)","funders":"","keywords":"Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006472463,0.0004410751,0.0004567128,0.0001974898,0.00006857143,0.0000504647,0.0002300721,0.0003725266,0.0001201276],"category_scores_gemma":[0.000003452714,0.0004969281,0.0002289946,0.00001629098,0.00006431536,0.00002600216,0.00008057856,0.0004474375,0.0001786734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953872,"about_ca_system_score_gemma":0.00008524095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.299161e-7,"about_ca_topic_score_gemma":0.00003653472,"domain_scores_codex":[0.9988188,0.000005171628,0.000411451,0.0002823508,0.0002379359,0.000244337],"domain_scores_gemma":[0.9993752,0.00005239102,0.00004497097,0.0003600693,0.00007422214,0.00009310093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003161054,0.000002513169,0.000002206642,0.0001476599,0.0001594933,0.00001997725,0.00002807178,0.008533007,0.00000238601,0.1159653,0.002176706,0.8729595],"study_design_scores_gemma":[0.0001324803,0.0000109022,0.00000562044,0.0001806452,0.00006845501,0.000008188607,0.000001284334,0.2783372,0.000001210434,0.01873402,0.7021028,0.0004172516],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002364339,0.001170438,0.001576525,0.00001504053,0.0009702786,0.0002612045,0.0002882692,0.0003767413,0.9953179],"genre_scores_gemma":[0.0006203656,0.0001357755,0.001265424,0.0001270549,0.0001988556,0.00001417831,0.0003987594,0.0001168833,0.9971227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8725423,"threshold_uncertainty_score":0.9997482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00493743385981876,"score_gpt":0.2016230258647989,"score_spread":0.1966855920049802,"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."}}