{"id":"W1860513533","doi":"10.21083/surg.v5i2.1783","title":"Effect of road salt application on soil conductivity in Canmore, Alberta","year":2012,"lang":"en","type":"article","venue":"SURG Journal","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Soil salinity; Environmental science; Groundwater recharge; Salinity; Soil water; Hydrology (agriculture); Soil science; Vegetation (pathology); Hydraulic conductivity; Groundwater; Geology; Aquifer; Geotechnical engineering; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001031283,0.00007570726,0.0001303951,0.00004233629,0.00004558659,0.000009213246,0.00007685587,0.00004341107,0.0004119446],"category_scores_gemma":[0.00004567423,0.00006141461,0.00003725791,0.0001052102,0.00007546373,0.0002605638,0.0000301199,0.0001149442,0.0001687592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162428,"about_ca_system_score_gemma":0.000006867741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004224695,"about_ca_topic_score_gemma":0.001084684,"domain_scores_codex":[0.9991862,0.0001928139,0.0001599688,0.00008635071,0.0001872354,0.0001874523],"domain_scores_gemma":[0.9995859,0.00008228832,0.0001418396,0.0001121639,0.000003318899,0.0000744705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007565046,0.00003701739,0.8699709,0.000004582351,0.000003729118,6.111781e-7,0.00008173681,0.000156338,0.09614397,0.00001675526,0.0002837228,0.03322496],"study_design_scores_gemma":[0.0005676569,0.0001490056,0.774037,0.00001665449,0.00001166269,0.0001260602,0.000013143,0.00006879611,0.2228998,0.00006134962,0.001935837,0.0001130331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973999,0.0000124048,0.00002871115,0.00005593848,0.000502514,0.00009596962,0.000001220216,0.00000427538,0.001899013],"genre_scores_gemma":[0.9997757,0.000004677701,0.00002330514,0.00001418098,0.0001465684,0.000006653149,0.000001412354,0.000006894492,0.00002058168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1267558,"threshold_uncertainty_score":0.6386503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005653747395024466,"score_gpt":0.2348400206685956,"score_spread":0.2291862732735711,"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."}}