{"id":"W2035297797","doi":"10.1080/10407790.2014.949568","title":"A New Hybrid Algorithm for Numerical Simulation of VOC Emissions Using Single-Layer and Multilayer Approaches","year":2014,"lang":"en","type":"article","venue":"Numerical Heat Transfer Part B Fundamentals","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Layer (electronics); Algorithm; Computer science; Environmental science; Process engineering; Materials science; Engineering; Nanotechnology","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":[0.0001497548,0.0003201634,0.0005698301,0.00008748372,0.0001514011,0.00004275826,0.00009022043,0.00009921502,0.0000790785],"category_scores_gemma":[0.00003209796,0.0002993038,0.0001593477,0.0001817537,0.00006981137,0.0002202655,0.00002607407,0.0001284941,0.000006543012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008719727,"about_ca_system_score_gemma":0.0000169131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000224315,"about_ca_topic_score_gemma":8.080741e-7,"domain_scores_codex":[0.9983034,0.00005811874,0.000580366,0.0003681176,0.0002861688,0.0004038592],"domain_scores_gemma":[0.9989187,0.0005478094,0.00001495613,0.0002062041,0.00005086729,0.0002614567],"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":[0.00008868629,0.0002496131,0.00108124,0.0002129376,0.0002598428,0.000001085604,0.0009058184,0.8293537,0.02157353,0.00007803315,0.0002611811,0.1459343],"study_design_scores_gemma":[0.001293134,0.0001946736,0.0003057472,0.00005891402,0.0001181694,0.000005314358,0.00008362088,0.9648336,0.02427669,0.00009208036,0.008411888,0.0003261463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1124631,0.0002818833,0.8860667,0.00006586207,0.0001847407,0.0005380037,0.0000636508,0.0001619159,0.0001741389],"genre_scores_gemma":[0.9580002,0.000008954952,0.04155596,0.00007051676,0.0001976377,0.00003141155,0.00002506158,0.00007318734,0.00003708648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8455371,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014034902798877,"score_gpt":0.2965071124179859,"score_spread":0.1951036221380982,"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."}}