{"id":"W3183580516","doi":"10.3390/su13147968","title":"Lattice Boltzmann Method in Modeling Biofilm Formation, Growth and Detachment","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Biochemical engineering; Extracellular polymeric substance; Biofouling; Lattice Boltzmann methods; Computer science; Cellular automaton; Environmental science; Process engineering; Biological system; Chemistry; Biology; Engineering; Artificial intelligence; Physics; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008319617,0.0009108603,0.001099663,0.000571197,0.0005591553,0.001269603,0.00155391,0.001778183,0.00181952],"category_scores_gemma":[0.001884075,0.0006840723,0.001129902,0.001183253,0.0009312824,0.001156161,0.001275127,0.001873678,0.0009865311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009440594,"about_ca_system_score_gemma":0.00184478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01307715,"about_ca_topic_score_gemma":0.006786608,"domain_scores_codex":[0.999463,0.0002647319,0.00003135289,0.00004998932,0.0001488482,0.00004206557],"domain_scores_gemma":[0.999424,0.0003623725,0.00005147695,0.00003764834,0.00008465796,0.00003989524],"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":[0.00001841206,0.00002710652,0.0006334407,0.0001398289,0.00003514883,0.00004899868,0.00006067079,0.9523352,0.00178652,0.03304556,0.0006963891,0.01117267],"study_design_scores_gemma":[0.000005869052,0.000007468266,0.00004210978,0.00001831975,0.00000422607,0.00001336014,0.00001124721,0.9880415,0.0002397866,0.009112235,0.002496326,0.000007484715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007458596,0.003378398,0.9794566,0.0006426891,0.0002359348,0.00009666164,0.0002145035,0.0002419093,0.008274646],"genre_scores_gemma":[0.3345299,0.009536294,0.6339694,0.0006432402,0.0003327743,0.00141094,0.00065607,0.0004609848,0.01846044],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01307715,"threshold_uncertainty_score":0.02600205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545675487900719,"score_gpt":0.289631048087462,"score_spread":0.2741742932084548,"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."}}