{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004315188,0.00066153,0.0007192067,0.0005668139,0.0008508887,0.001202499,0.0009370391,0.002327386,0.004595813],"category_scores_gemma":[0.001445342,0.0004572564,0.0009085407,0.0007091492,0.0007383976,0.000679486,0.0009122451,0.0007594744,0.0007454565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007589568,"about_ca_system_score_gemma":0.001094122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01272547,"about_ca_topic_score_gemma":0.0074703,"domain_scores_codex":[0.9998067,0.00005539325,0.00001394141,0.00003121626,0.00006607706,0.00002678361],"domain_scores_gemma":[0.9994491,0.0003543372,0.00003689391,0.00002710153,0.00009714754,0.00003544752],"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":[0.00003863825,0.00005230811,0.00139754,0.00009474576,0.00001890345,0.0001433845,0.00007972598,0.9761546,0.00261808,0.005907332,0.001941885,0.01155282],"study_design_scores_gemma":[0.000008815864,0.00001017632,0.0003016127,0.000013522,0.000002740425,0.00002030918,0.0000194626,0.9963354,0.0003606163,0.001201882,0.001717052,0.000008417854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.19805,0.004736432,0.6993908,0.002435332,0.001009382,0.0004466178,0.002672116,0.001937237,0.08932212],"genre_scores_gemma":[0.750896,0.002475639,0.2129757,0.0004542838,0.0001810616,0.0009026157,0.001552867,0.0004181653,0.03014369],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01272547,"threshold_uncertainty_score":0.02530283,"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."}}