{"id":"W7132869749","doi":"","title":"Sodium Dynamics in Riparian Soils Impacted by Road Salt: Sorption Mechanisms and Land Use Controls","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Riparian zone; Soil water; Surface runoff; Groundwater; Hydrology (agriculture); Vegetation (pathology); STREAMS; Land use","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005582654,0.0007220409,0.0007396927,0.0002735193,0.0002088456,0.0008449773,0.0002325867,0.0007512121,0.0008039214],"category_scores_gemma":[0.0001267111,0.0007694815,0.0001210758,0.0004251491,0.0002044669,0.0007705608,0.0001308802,0.0005737865,0.0005463713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443208,"about_ca_system_score_gemma":0.00008079557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03812595,"about_ca_topic_score_gemma":0.05004956,"domain_scores_codex":[0.9965381,0.0002550327,0.0007508131,0.001124029,0.000570209,0.0007617936],"domain_scores_gemma":[0.9987046,0.00008748236,0.0004687259,0.0004268723,0.00002702359,0.0002852586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001312098,0.0002169222,0.0392186,0.0004036209,0.000183443,0.00005701691,0.007969121,0.0002648493,0.9425973,0.001282103,0.0005912621,0.005903688],"study_design_scores_gemma":[0.01158375,0.001415845,0.5468462,0.002500063,0.001708711,0.0003631333,0.02729605,0.3224391,0.06667648,0.01231502,0.001203109,0.005652551],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937164,0.0002549343,0.0004913993,0.0004140402,0.003148559,0.001258514,0.0002814885,0.0001122179,0.0003224394],"genre_scores_gemma":[0.9946002,0.0004789823,0.0003204184,0.00006629089,0.00009104548,0.00008444289,0.001819626,0.0001112164,0.002427762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8759208,"threshold_uncertainty_score":0.9994756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007348340974827636,"score_gpt":0.2544045088399149,"score_spread":0.2470561678650872,"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."}}