{"id":"W4246631835","doi":"10.1090/fic/049/04","title":"Bioremediation of waste in a porous medium","year":2006,"lang":"en","type":"other","venue":"","topic":"Chromium effects and bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Bioremediation; Waste management; Environmental science; Porous medium; Business; Porosity; Engineering; Contamination; Ecology; Biology; Geotechnical 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":[0.000114304,0.0001127817,0.0001597086,0.0001040259,0.00000430907,0.00000338061,0.00009496133,0.0001722455,0.004405436],"category_scores_gemma":[0.00001166222,0.00008755238,0.00002720997,0.0001760089,0.00006385133,0.0000250471,0.00004610375,0.00005533704,0.0001561885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008843674,"about_ca_system_score_gemma":0.000008457761,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01035685,"about_ca_topic_score_gemma":0.02713806,"domain_scores_codex":[0.9992382,0.00002074171,0.0001745545,0.0001811558,0.000265569,0.0001197628],"domain_scores_gemma":[0.9996701,0.00001556214,0.0001553703,0.0001342334,0.000001297485,0.00002337566],"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":[0.000004435544,0.00009568281,0.02497596,0.00004261963,0.000004022138,0.000004544479,0.00003830981,0.00005142748,0.01358517,0.00001305697,0.9576251,0.003559649],"study_design_scores_gemma":[0.004472936,0.0004849585,0.2452533,0.0005059906,0.0001036509,0.000005424577,0.0001311253,0.002506259,0.05837592,0.0003787331,0.6859009,0.001880761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01922905,0.00005767497,0.00006571875,0.0000754478,0.0002740697,0.0003472947,0.00001588876,0.00004704939,0.9798878],"genre_scores_gemma":[0.359819,0.00009751351,0.001206523,0.00009443454,0.0005868188,0.00002402992,0.0002729092,0.0002184491,0.6376804],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3422075,"threshold_uncertainty_score":0.9965047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003447039647410361,"score_gpt":0.1913741089146241,"score_spread":0.1879270692672138,"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."}}