{"id":"W2074645099","doi":"10.2166/wst.2014.025","title":"Modelling clogging and biofilm detachment in sponge carrier media","year":2014,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydromantis Environmental Software Solutions (Canada)","funders":"","keywords":"Clogging; Biofilm; Lattice Boltzmann methods; Permeability (electromagnetism); Porous medium; Mass transfer; Penetration (warfare); Extracellular polymeric substance; Materials science; Chemical engineering; Sponge; Chemistry; Environmental engineering; Porosity; Composite material; Mechanics; Environmental science; Chromatography; Geology; Membrane; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004155733,0.0001048633,0.0001446819,0.0007318477,0.0001028928,0.00002979084,0.0002164875,0.00006965346,0.000003205118],"category_scores_gemma":[0.00002804186,0.00008000896,0.000009219064,0.0005085113,0.0004333853,0.0001999185,0.0001695597,0.0001315056,0.00001610725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006230085,"about_ca_system_score_gemma":0.000005912163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009226241,"about_ca_topic_score_gemma":0.00001550221,"domain_scores_codex":[0.9990407,0.000006481015,0.0001628995,0.0002469002,0.0001389997,0.000404008],"domain_scores_gemma":[0.9996857,0.00002261351,0.00001075313,0.0002117069,0.00002984772,0.00003936737],"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":[0.000003202427,0.00001114771,0.03135207,0.0000300618,0.000008283407,0.0000108835,0.005351571,0.8875186,0.05429129,0.005877272,0.000008734281,0.0155369],"study_design_scores_gemma":[0.0002002583,0.00001345712,0.0008631781,0.00001404619,0.000004529055,0.000007271072,0.0002289257,0.9285606,0.06387898,0.003993527,0.002065799,0.0001694845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741324,0.0001327215,0.02415801,0.0003357108,0.0001807333,0.00007325463,6.663278e-7,0.0003427357,0.0006437319],"genre_scores_gemma":[0.9972627,0.00002419037,0.002638813,0.00002487628,0.00001607807,0.0000123763,4.13211e-7,0.0000093665,0.00001114804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04104196,"threshold_uncertainty_score":0.3262671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311454364542255,"score_gpt":0.224779292898311,"score_spread":0.2116647492528884,"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."}}