{"id":"W1982859012","doi":"10.2136/vzj2014.07.0086","title":"Impact of Bioclogging on Peat vs. Sand Biofilters","year":2015,"lang":"en","type":"article","venue":"Vadose Zone Journal","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Clogging; Biofilter; Peat; Environmental science; Soil water; Septic tank; Drainage; Biomass (ecology); Environmental engineering; Vadose zone; Soil science; Geology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003712444,0.000441164,0.0004775401,0.0002357545,0.0005339078,0.001089602,0.0003775274,0.000325872,0.0008899308],"category_scores_gemma":[0.0007873181,0.0001417774,0.0003126552,0.0002697851,0.000282086,0.0004429249,0.0004700468,0.0003398845,0.0001305138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302785,"about_ca_system_score_gemma":0.0009040663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02935053,"about_ca_topic_score_gemma":0.04367816,"domain_scores_codex":[0.9996126,0.00005949851,0.00004140235,0.000052066,0.0001104295,0.0001240728],"domain_scores_gemma":[0.9993038,0.0002697893,0.0001107143,0.00003522898,0.0001575607,0.0001229139],"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":[0.006430101,0.00128975,0.05204655,0.0008954859,0.0001722795,0.00057336,0.0004521354,0.02496154,0.8617192,0.0003614911,0.0004310021,0.05066715],"study_design_scores_gemma":[0.0001481684,0.01269957,0.08191059,0.00008232873,0.0002590859,0.0001717312,0.001572704,0.03958638,0.8602951,0.0002428556,0.002967926,0.00006347435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998892,0.000202006,0.0002582666,0.00002030907,0.0000145876,0.00001897183,0.00008304165,0.00001502829,0.0004956918],"genre_scores_gemma":[0.998882,0.0002227715,0.000385574,0.00003741166,0.000002490529,0.00001049359,0.00007552888,0.000002810046,0.0003809798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02935053,"threshold_uncertainty_score":0.05835938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643097893143331,"score_gpt":0.27517587334573,"score_spread":0.2487448944142967,"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."}}