{"id":"W3210214527","doi":"10.1016/j.camwa.2012.12.010","title":"Mesoscopic methods in engineering and science","year":2013,"lang":"en","type":"article","venue":"Computers & Mathematics with Applications","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Schlumberger (Canada); University of Alberta","funders":"","keywords":"Mesoscopic physics; Mathematics; Science and engineering; Applied mathematics; Calculus (dental); Engineering ethics; Physics; Engineering; Quantum mechanics","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":[0.0001328094,0.0001043554,0.0001388558,0.000156356,0.00005892318,0.0000738232,0.000140489,0.00001926648,0.00000453458],"category_scores_gemma":[0.00001130989,0.00009093305,0.000008065798,0.000479534,0.00008623076,0.0001730834,0.00005808746,0.00007206445,0.00002348112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004130824,"about_ca_system_score_gemma":0.00001064277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002298803,"about_ca_topic_score_gemma":7.4106e-7,"domain_scores_codex":[0.9994227,0.000003530317,0.0001718529,0.0001378465,0.0000973338,0.0001667157],"domain_scores_gemma":[0.9994436,0.0001917312,0.00002264776,0.000229308,0.00005206972,0.00006068123],"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":[0.000001169662,0.0002155952,0.003922454,0.002216017,0.0001728226,0.000002167633,0.01197741,0.6883246,0.02923464,0.1572172,0.0004877415,0.1062282],"study_design_scores_gemma":[0.0001587249,0.000006250458,0.005615661,0.00005529129,0.000008814197,0.00000529641,0.000111537,0.9903868,0.0005456861,0.002367656,0.0005917104,0.0001465536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04019423,0.0001550677,0.9577516,0.00005191001,0.00002407881,0.0005044523,4.398274e-7,0.0002057128,0.001112538],"genre_scores_gemma":[0.3071996,0.00001191778,0.6924382,0.00001325313,0.00001179106,0.0003002594,4.475203e-7,0.00001512474,0.000009396193],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3020623,"threshold_uncertainty_score":0.3708142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543452517991399,"score_gpt":0.287914837353938,"score_spread":0.272480312174024,"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."}}