{"id":"W2116448445","doi":"10.1139/t08-013","title":"Parameter estimation for modelling clogging of granular medium permeated with leachate","year":2008,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Queen's University","funders":"","keywords":"Leachate; Clogging; Chemistry; Porous medium; Porosity; Environmental chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004466124,0.0008116242,0.000494388,0.0004976129,0.000276767,0.0007574452,0.0005868859,0.000881151,0.0004565445],"category_scores_gemma":[0.001805992,0.0003861766,0.0005120726,0.0003242506,0.00040307,0.0005549066,0.0003712337,0.0004005905,0.0001063395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001119172,"about_ca_system_score_gemma":0.001103756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02093392,"about_ca_topic_score_gemma":0.01001482,"domain_scores_codex":[0.9998641,0.00003344671,0.00001250809,0.00003618678,0.00003467281,0.00001900647],"domain_scores_gemma":[0.99944,0.0003307508,0.0001037876,0.00002953085,0.00007938587,0.00001658018],"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":[0.00002461312,0.000007921695,0.001012011,0.00001646906,0.000005099172,0.00002025939,0.00001057379,0.9928176,0.003827671,0.0002401263,0.00003040921,0.001987272],"study_design_scores_gemma":[0.000003426976,0.000009338435,0.0001688013,0.000001095509,0.000002144357,0.000004779264,0.00000292121,0.9982635,0.001304538,0.0001657868,0.00007074697,0.000002873402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3901699,0.0002186768,0.6056196,0.0001286473,0.00002186122,0.00009755974,0.0004778909,0.0008986603,0.002367283],"genre_scores_gemma":[0.9747826,0.00008049717,0.02420861,0.00001304144,0.000002695989,0.00009241491,0.0002087203,0.00003330616,0.0005780854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02093392,"threshold_uncertainty_score":0.04162413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209989794053148,"score_gpt":0.2120871375643574,"score_spread":0.1899872396238259,"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."}}