{"id":"W2058648905","doi":"10.1016/j.watres.2011.05.045","title":"Iron oxide amended biosand filters for virus removal","year":2011,"lang":"en","type":"article","venue":"Water Research","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":152,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Calgary; National Science Foundation","keywords":"Zerovalent iron; Adsorption; Iron oxide; Filtration (mathematics); Chemistry; Water treatment; Environmental remediation; Bacteriophage MS2; Metallurgy; Environmental chemistry; Environmental engineering; Materials science; Environmental science; Contamination","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252425,0.0002666428,0.0002613188,0.0003224374,0.0004146937,0.0003951005,0.0003936938,0.0005548006,0.001974704],"category_scores_gemma":[0.0004484611,0.0001836227,0.0002874775,0.0001428193,0.0001462517,0.0002203606,0.0001684599,0.000290621,0.0002822767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003461112,"about_ca_system_score_gemma":0.0005099492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005942384,"about_ca_topic_score_gemma":0.01087766,"domain_scores_codex":[0.999772,0.00003374131,0.0000150601,0.00005210724,0.0000663809,0.00006079464],"domain_scores_gemma":[0.9997702,0.00007056109,0.0000372496,0.00001268067,0.00007739088,0.00003192441],"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":[0.0006070327,0.0001360825,0.0005456898,0.0001200498,0.00001211672,0.00006436966,0.00004982339,0.0001734485,0.99247,0.00004760769,0.0001544149,0.005619297],"study_design_scores_gemma":[0.00002113351,0.0009850344,0.001985752,0.00001596176,0.00003437506,0.00006141164,0.00006013722,0.0004540251,0.9944631,0.00001644454,0.001894759,0.000007824047],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955642,0.0007142104,0.00181442,0.00007930844,0.0001149098,0.00006515533,0.0001430493,0.0000508036,0.001453943],"genre_scores_gemma":[0.9847734,0.0008094573,0.006058394,0.00007576672,0.00002423295,0.00003079724,0.000227864,0.00001600503,0.007984179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005942384,"threshold_uncertainty_score":0.01181555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1582397798715268,"score_gpt":0.3790603903231849,"score_spread":0.2208206104516581,"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."}}