{"id":"W2290532976","doi":"10.1063/1.4939501","title":"Direct numerical simulations of agglomeration of circular colloidal particles in two-dimensional shear flow","year":2016,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Mechanics; Physics; Economies of agglomeration; Shear flow; Particle (ecology); Shear (geology); SPHERES; Classical mechanics; Materials science; Composite material; Chemical engineering; Geology","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":[0.00008515359,0.00009205705,0.0002703257,0.00005389496,0.00001682404,0.00000229602,0.00005328384,0.00002315473,0.00001838847],"category_scores_gemma":[0.00006422054,0.00007753046,0.00006514356,0.000258499,0.00006822152,0.0001633085,0.00002511797,0.00003032467,0.000004676447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003235048,"about_ca_system_score_gemma":0.00001894577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001695355,"about_ca_topic_score_gemma":0.000002804271,"domain_scores_codex":[0.9991614,0.00002838779,0.0003670278,0.00009913949,0.000228742,0.0001152573],"domain_scores_gemma":[0.9993243,0.0002990307,0.00005005742,0.0001580878,0.0001434344,0.00002511029],"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":[0.000008613139,0.00005704137,0.005707301,0.00003063974,0.00004181098,1.819315e-7,0.0002086588,0.6071317,0.3849522,0.0004499062,0.00001899514,0.001393034],"study_design_scores_gemma":[0.0009117352,0.00003158601,0.01776587,0.00007626965,0.0000292874,1.452447e-7,0.00001263519,0.5875264,0.3920417,0.00145969,0.00002737691,0.0001172906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852554,0.0001380629,0.01413141,0.0000325518,0.00005937751,0.0001064936,0.00005220615,0.00003128046,0.0001931755],"genre_scores_gemma":[0.9979622,0.000005012079,0.001961032,0.00000405282,0.00003803748,0.000004698003,0.000004775118,0.00001505047,0.000005100892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01960518,"threshold_uncertainty_score":0.31616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841606183916087,"score_gpt":0.2651113952267088,"score_spread":0.246695333387548,"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."}}