{"id":"W1594804844","doi":"10.1002/0471799742.ch13","title":"Deposition of Colloidal Particles","year":2005,"lang":"en","type":"other","venue":"","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Deposition (geology); Dimensionless quantity; Sherwood number; Colloid; Chemical engineering; Materials science; Computer science; Mechanics; Physics; Geology; Reynolds number; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001835271,0.00004709691,0.00007040484,0.00001731342,0.00001265621,0.000002394179,0.00002732984,0.00003752804,0.08629914],"category_scores_gemma":[0.00000246919,0.00003984249,0.00002265078,0.00005505194,0.0000502248,0.00001348679,0.00003434683,0.00001327019,0.000717351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001417069,"about_ca_system_score_gemma":0.000001130857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002505713,"about_ca_topic_score_gemma":0.001095168,"domain_scores_codex":[0.9996856,0.000006735344,0.00007812394,0.00007410962,0.0001114478,0.00004395109],"domain_scores_gemma":[0.9998578,0.000005177573,0.00005280471,0.00006775148,0.000001255458,0.0000152446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000251706,0.00003470011,0.01786216,0.000004392699,0.00001423917,2.06704e-7,0.00005200357,0.0001851721,0.001223473,0.000296228,0.9496918,0.03063315],"study_design_scores_gemma":[0.0001379731,0.000008180342,0.05390463,0.000009610078,0.00001239282,4.775652e-7,0.00002072322,0.000487074,0.0008282207,0.00002281692,0.9444717,0.00009617143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006308961,0.0000495568,0.001168552,0.00006097127,0.00002613127,0.00006924396,0.000003275019,0.00004518743,0.9979462],"genre_scores_gemma":[0.09102048,0.00001753696,0.003155148,0.00007151879,0.00003916175,0.000003560598,0.000003814041,0.00003028644,0.9056585],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0922877,"threshold_uncertainty_score":0.9220334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171135761904846,"score_gpt":0.2395247724075433,"score_spread":0.2278134147884949,"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."}}