{"id":"W1488018772","doi":"10.1002/0471799742.ch12","title":"Coagulation of 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":"Coagulation; Computer science; Medicine; Internal medicine","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":["insufficient_payload"],"category_scores_codex":[0.00002879369,0.00005679872,0.00008840174,0.00002418257,0.00001107668,0.000002153602,0.00003420004,0.00004461679,0.1699018],"category_scores_gemma":[0.000004995953,0.00004771929,0.0000254058,0.00006758585,0.00006092376,0.00001692392,0.00004167703,0.00001519906,0.001153165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001221016,"about_ca_system_score_gemma":0.000001206509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002098617,"about_ca_topic_score_gemma":0.0006756376,"domain_scores_codex":[0.9996186,0.00000780174,0.0001014035,0.00008796305,0.0001348263,0.00004942184],"domain_scores_gemma":[0.9997954,0.000007471552,0.00007874482,0.0001004429,0.000001672849,0.00001623303],"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":[0.000001354371,0.00002096785,0.03051308,0.000003645112,0.00001074414,7.465082e-8,0.00004914647,0.0004347412,0.0001576309,0.0006365895,0.9249262,0.04324586],"study_design_scores_gemma":[0.00007521371,0.000003155476,0.08248988,0.000005392641,0.000006834708,1.181222e-7,0.000009312203,0.0008403791,0.00007339571,0.00003861705,0.9163947,0.00006306526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003083141,0.00005661313,0.001164231,0.00007062279,0.00003228476,0.00007498229,0.000002715021,0.00006114872,0.9982291],"genre_scores_gemma":[0.07802542,0.00001670185,0.002199923,0.00005164902,0.00004534994,0.000002500228,0.000004877551,0.00003970672,0.9196139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1687486,"threshold_uncertainty_score":0.9996246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530514705915095,"score_gpt":0.2500372042224941,"score_spread":0.2347320571633432,"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."}}