{"id":"W2147352250","doi":"10.2136/vzj2011.0044","title":"Validation of a Relative Permeability Model for Bioclogging in Unsaturated Soils","year":2012,"lang":"en","type":"article","venue":"Vadose Zone Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Clogging; Permeability (electromagnetism); Soil water; Biofilter; Relative permeability; Soil science; Environmental science; Geotechnical engineering; Environmental engineering; Chemistry; Geology; Porosity","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":[],"consensus_categories":[],"category_scores_codex":[0.0007637264,0.00007177942,0.0001215965,0.00005066975,0.0001034589,0.00001267251,0.00006513157,0.00003721668,0.00009697287],"category_scores_gemma":[0.00006162353,0.00005758812,0.00005090893,0.000131064,0.00005830763,0.0005779954,0.00004038164,0.0001072452,0.00001138404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647354,"about_ca_system_score_gemma":0.000009578999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003207067,"about_ca_topic_score_gemma":0.00002107908,"domain_scores_codex":[0.9992383,0.0000607892,0.0002588012,0.00008669382,0.0001585029,0.0001968896],"domain_scores_gemma":[0.9996783,0.00005006672,0.0001301011,0.0000652997,0.00002562857,0.00005056859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000146444,0.0005026704,0.8444518,0.00002143591,0.00005369604,0.000001242049,0.0211239,0.01980525,0.07090076,0.000497877,0.000615712,0.04187916],"study_design_scores_gemma":[0.002154813,0.0001343001,0.8075104,0.00005453804,0.00006069967,0.00003311653,0.001537866,0.161591,0.02374553,0.002010514,0.0008417903,0.0003254146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8101984,0.00004424835,0.189282,0.000141283,0.00007201722,0.0001080802,0.000002701956,0.000005025307,0.0001462357],"genre_scores_gemma":[0.9954546,0.00001000206,0.003629786,0.00002464357,0.00002709357,0.00001002669,0.000002236151,0.000004911378,0.0008367125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1856522,"threshold_uncertainty_score":0.2348375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003025651566738,"score_gpt":0.2630142682028762,"score_spread":0.2329840116872088,"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."}}