{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000150768,0.00005111796,0.00008491473,0.00008585567,0.00001641175,0.00001438723,0.00002604861,0.00004446183,0.000006429313],"category_scores_gemma":[0.00001117365,0.00004723694,0.00001858803,0.00009854771,0.00001355311,0.0001248747,0.000001834389,0.0001196145,0.000001099522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002680961,"about_ca_system_score_gemma":0.000009041405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006026252,"about_ca_topic_score_gemma":0.000168289,"domain_scores_codex":[0.999534,0.00001974336,0.0002117923,0.00003687962,0.00008800634,0.0001095641],"domain_scores_gemma":[0.9998628,0.00002916553,0.00001701947,0.00003508763,0.00001582688,0.00004011829],"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":[0.00003967119,0.00009907073,0.1208182,0.0001173025,0.00003492593,0.00006366045,0.001869983,0.002330462,0.6910198,0.000354106,0.001177546,0.1820753],"study_design_scores_gemma":[0.001592851,0.00008731695,0.3873542,0.0001727162,0.00004210311,0.0001962756,0.0001765175,0.005762124,0.6006104,0.003230961,0.0005721693,0.0002023954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970557,0.0004527102,0.001575328,0.00006775274,0.0001133727,0.00003603271,8.746552e-7,0.00002043828,0.0006777885],"genre_scores_gemma":[0.9989639,0.0002881514,0.0006339317,0.000006824367,0.00009048044,0.000001305577,0.000001917258,0.000008175748,0.00000531147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2665359,"threshold_uncertainty_score":0.1926266,"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."}}