{"id":"W4285268581","doi":"10.3808/jeil.202200082","title":"Coupled Hydraulic-Thermal Model for Soils under Extreme Weather in Cold Regions","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Informatics Letters","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; University of Regina","keywords":"Environmental science; Extreme Cold; Soil water; Heat flux; Extreme weather; Hydrology (agriculture); Spring (device); Atmospheric sciences; Climatology; Flux (metallurgy); Atmosphere (unit); Climate change; Meteorology; Heat transfer; Geology; Soil science; Geography; Geotechnical engineering; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001940597,0.000519896,0.0006221238,0.0004336216,0.0007299025,0.0009879853,0.001238561,0.001336936,0.002137713],"category_scores_gemma":[0.0004944646,0.0004160965,0.0007703354,0.0005844441,0.0005261094,0.0006449881,0.0008707399,0.0007052039,0.0002689617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219743,"about_ca_system_score_gemma":0.001573986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06985632,"about_ca_topic_score_gemma":0.05422845,"domain_scores_codex":[0.9998682,0.00002389124,0.000007157912,0.00004107616,0.0000251094,0.00003454976],"domain_scores_gemma":[0.9998453,0.00006030737,0.00001941718,0.000009458658,0.00004542192,0.00002012023],"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":[0.00001555304,0.00001348949,0.00081871,0.000009403449,0.00001189524,0.00002760072,0.00001452357,0.9970522,0.0007050056,0.0004562365,0.0001229868,0.0007523036],"study_design_scores_gemma":[0.000008311169,0.000005130628,0.0004856581,0.000001196815,0.000004728558,0.000004525148,0.000008551361,0.998946,0.00008858073,0.0002610897,0.000181589,0.000004615521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7223331,0.0004517566,0.2399937,0.0005601415,0.0001447231,0.0002060272,0.003820972,0.001439106,0.03105045],"genre_scores_gemma":[0.9889531,0.0001281703,0.0050997,0.00004379664,0.00001653968,0.0001662562,0.000728699,0.00006014169,0.004803601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06985632,"threshold_uncertainty_score":0.1388994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173118674984519,"score_gpt":0.1893055404968599,"score_spread":0.171993672998408,"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."}}