{"id":"W1520572830","doi":"10.5772/13117","title":"Numerical Simulation of Fluid Flow and Hydrodynamic Analysis in Commonly Used Biomedical Devices in Biofilm Studies","year":2010,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biofilm; Fluid dynamics; Flow (mathematics); Mechanics; Materials science; Geology; Physics","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":[0.0002056901,0.0002727106,0.0006357896,0.000417228,0.00002586668,0.00001402981,0.0001233256,0.0007144593,0.00001070401],"category_scores_gemma":[0.00005754922,0.0002492112,0.0001465935,0.00005510032,0.000333787,0.000002398969,0.0001452854,0.0003112727,0.000001285304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002333733,"about_ca_system_score_gemma":0.00004946118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001021209,"about_ca_topic_score_gemma":0.002206183,"domain_scores_codex":[0.9986765,0.00003364499,0.0005401892,0.0004237961,0.0001388674,0.0001869724],"domain_scores_gemma":[0.9993174,0.00005652873,0.0001986175,0.0002989627,0.00007289666,0.00005556478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008862111,0.00001755644,0.000566854,0.00005100667,0.000355573,0.00001318639,0.00008916733,0.00004657664,0.9932588,0.00002523226,0.000001706681,0.005485731],"study_design_scores_gemma":[0.002614582,0.001273997,0.003220584,0.001053953,0.001074903,0.00003128014,0.0001481538,0.022735,0.9292406,0.00105173,0.0355842,0.001971058],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964073,0.0006394256,0.0002174568,0.00005273401,0.0001548756,0.0002184443,0.00005842267,0.00001106723,0.002240315],"genre_scores_gemma":[0.9979084,0.00006902608,0.0005533264,0.00004642722,0.00008175472,0.0000031166,0.0001711284,0.00002750064,0.001139367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06401823,"threshold_uncertainty_score":0.999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662200842310332,"score_gpt":0.275289041115383,"score_spread":0.2586670326922797,"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."}}