{"id":"W594269950","doi":"10.1007/978-3-0348-7877-7","title":"Contributions to Current Challenges in Mathematical Fluid Mechanics","year":2004,"lang":"en","type":"book","venue":"Birkhäuser Basel eBooks","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Current (fluid); Fluid mechanics; Mechanics; Computer science; Classical mechanics; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00252397,0.0009293978,0.0009265359,0.002253701,0.001324252,0.00456828,0.001349994,0.001965701,0.01992604],"category_scores_gemma":[0.005663393,0.0004868041,0.0008060049,0.00267142,0.00267865,0.006363194,0.002594865,0.004816173,0.01084287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001666493,"about_ca_system_score_gemma":0.001625126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006911466,"about_ca_topic_score_gemma":0.001092829,"domain_scores_codex":[0.9989423,0.0002220437,0.00005990484,0.0001383744,0.0005684117,0.00006898846],"domain_scores_gemma":[0.9966791,0.001839491,0.00009920663,0.0002861444,0.0007854884,0.0003106688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002015059,0.00005089082,0.0001542675,0.001065138,0.00002280171,0.00007406816,0.000356532,0.001325394,0.000433,0.3576646,0.451137,0.1876962],"study_design_scores_gemma":[0.000002655679,0.000008510663,0.00009899794,0.0003320877,0.000004849803,0.000146558,0.00007449674,0.0006526889,0.000105273,0.1832602,0.8153033,0.00001046229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001199033,0.7517928,0.02954115,0.06497396,0.03524384,0.00002611082,0.0001839056,0.0002793737,0.1167598],"genre_scores_gemma":[0.01726402,0.7196247,0.02788564,0.01057062,0.0727697,0.0000730488,0.0005257841,0.0004014366,0.1508851],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01992604,"threshold_uncertainty_score":0.06665927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038949270169254,"score_gpt":0.2896529319239383,"score_spread":0.2392634392222457,"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."}}