{"id":"W3092985858","doi":"10.25316/ir-15245","title":"Mechanical treatment of sandy clay soils in winter conditions for the reduction of hydrocarbon contaminant concentrations","year":2020,"lang":"en","type":"article","venue":"VIURRSpace (Vancouver Island University)","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soil water; Hydrocarbon; Environmental science; Environmental chemistry; Geology; Soil science; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002670191,0.0001024256,0.0002077181,0.00006177398,0.00002946802,0.000003092451,0.00008982031,0.00007489033,0.00001863459],"category_scores_gemma":[0.00001484232,0.00008223185,0.00009979041,0.0002677676,0.00003483196,0.00006559942,0.00001405282,0.00007152974,8.717655e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006654856,"about_ca_system_score_gemma":0.0000177836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003422875,"about_ca_topic_score_gemma":0.0001079705,"domain_scores_codex":[0.9995224,0.0000113979,0.0001410283,0.0001181484,0.00006755703,0.0001394333],"domain_scores_gemma":[0.9996784,0.00009772504,0.00003562174,0.0001053183,0.00003042544,0.00005252274],"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":[0.0002611217,0.0002357813,0.00001140705,0.0001740894,0.0002817177,0.00001572431,0.00140758,0.8200331,0.1593553,0.008178862,0.007954519,0.002090856],"study_design_scores_gemma":[0.006801351,0.001669047,0.00006508014,0.0001631412,0.0003847196,0.000004099862,0.003306262,0.6474149,0.1589615,0.0004743777,0.1802463,0.0005092503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06554519,0.0003990791,0.9177954,0.002428697,0.001308573,0.002016434,0.0004422724,0.0003032612,0.009761091],"genre_scores_gemma":[0.9993826,0.000137263,0.0001497241,0.000007305852,0.00003335462,0.000004389286,0.000001572484,0.000008896222,0.0002748785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9338374,"threshold_uncertainty_score":0.3353318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01073830341387705,"score_gpt":0.1933615229476564,"score_spread":0.1826232195337794,"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."}}