{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003278827,0.0006025583,0.0008114221,0.0004552001,0.00007427262,0.0000451015,0.0003101159,0.0003972889,0.00007745063],"category_scores_gemma":[0.000134444,0.0006213596,0.0001847752,0.00006365259,0.00003721061,0.00005592173,0.0001778485,0.0006190147,0.0009273664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001770247,"about_ca_system_score_gemma":0.0004624589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001492245,"about_ca_topic_score_gemma":0.00007709466,"domain_scores_codex":[0.9976955,0.00003543639,0.0007359125,0.0004821852,0.0004712952,0.000579641],"domain_scores_gemma":[0.9985972,0.0002505292,0.00006776996,0.0006551134,0.0001966228,0.0002327693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003977633,0.0001488598,0.000001289304,0.002615473,0.0004142682,0.00009537044,0.004676171,0.03878573,0.00007687898,0.9149975,0.01996768,0.01818101],"study_design_scores_gemma":[0.001266558,0.00006268591,0.00001816353,0.002203244,0.0001779703,0.00001085189,0.00007114894,0.009637745,0.0002675617,0.1656945,0.8193034,0.001286183],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000135236,0.0230844,0.0507527,0.0006558652,0.002111551,0.003537534,0.00109613,0.002397934,0.9162287],"genre_scores_gemma":[0.1523951,0.009855657,0.00866725,0.001245652,0.006597959,0.004712431,0.0008146539,0.003440559,0.8122708],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7993357,"threshold_uncertainty_score":0.9998505,"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."}}