{"id":"W2035689881","doi":"10.1002/aic.11023","title":"Deposition and aggregation of Brownian particles in trickle‐bed reactors","year":2006,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Brownian motion; Particle (ecology); Particle aggregation; Deposition (geology); Colloid; Chemistry; Filtration (mathematics); Brownian dynamics; Porous medium; Aggregate (composite); Porosity; Materials science; Nanotechnology; Physics; Nanoparticle; Geology; Mathematics","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":[0.0004823297,0.0002483887,0.0004224187,0.0002813618,0.0002097589,0.0007678267,0.0003623827,0.0004117391,0.0003952779],"category_scores_gemma":[0.0006329616,0.0002698247,0.0003690015,0.0001300522,0.0003149858,0.0005610069,0.0005384937,0.0004308256,0.0002073684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004033871,"about_ca_system_score_gemma":0.0001652218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116094,"about_ca_topic_score_gemma":0.0009922397,"domain_scores_codex":[0.9996852,0.00005402228,0.00002058454,0.00008401557,0.0001009882,0.00005526601],"domain_scores_gemma":[0.9996427,0.0001504535,0.00007878398,0.00004413064,0.0000426473,0.00004124123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001368936,0.00007062963,0.001167653,0.0001231169,0.00002671987,0.0001862806,0.00016496,0.008871741,0.9806684,0.001298782,0.0001320366,0.007152682],"study_design_scores_gemma":[0.00004521092,0.0004211901,0.003564751,0.00001040051,0.00002975968,0.0001577547,0.00004046286,0.1375101,0.8562297,0.0004085485,0.001557592,0.00002447563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821294,0.0005238145,0.01645225,0.0000318176,0.00002014886,0.00001458384,0.00002123355,0.00009387133,0.0007129497],"genre_scores_gemma":[0.9932281,0.0002917912,0.005428421,0.00001898462,0.000007214274,0.00001043382,0.00003250896,0.00001033039,0.0009721658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00116094,"threshold_uncertainty_score":0.002926826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005772511035152773,"score_gpt":0.1900862940158907,"score_spread":0.1843137829807379,"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."}}