{"id":"W2063033954","doi":"10.1016/j.scitotenv.2011.02.009","title":"Water and heat transport in boreal soils: Implications for soil response to climate change","year":2011,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Agriculture and Agri-Food Canada","funders":"Natural Resources Canada; U.S. Department of Energy","keywords":"Permafrost; Boreal; Environmental science; Soil water; Temperate climate; Taiga; Climate change; Hydrology (agriculture); Atmospheric sciences; Surface runoff; Water transport; Water flow; Soil science; Ecology; Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005532433,0.0003522277,0.0004026063,0.0007661493,0.0009594529,0.00143273,0.0006898718,0.0009174568,0.001676299],"category_scores_gemma":[0.001043555,0.0003225084,0.0004918118,0.0009776182,0.001419644,0.003013407,0.0006668068,0.0004559772,0.00009831217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599244,"about_ca_system_score_gemma":0.001041679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07493361,"about_ca_topic_score_gemma":0.05994298,"domain_scores_codex":[0.9997891,0.00004505851,0.0000141137,0.00006614821,0.00002366184,0.0000619466],"domain_scores_gemma":[0.9996794,0.0001067172,0.00006475414,0.0000179849,0.00007566642,0.00005543386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002428073,0.0005782255,0.723441,0.0006849659,0.0005751468,0.000519108,0.001387838,0.07014751,0.1172055,0.0163271,0.002701719,0.06400382],"study_design_scores_gemma":[0.0001359808,0.0002199472,0.931404,0.00002164302,0.00009930952,0.0001486268,0.001923023,0.04889173,0.003828453,0.01091719,0.002323803,0.00008623859],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919043,0.002580822,0.001242601,0.001718992,0.00007940562,0.00001265491,0.0004691028,0.0000383654,0.001953699],"genre_scores_gemma":[0.9990357,0.0004537568,0.0001662233,0.00003772981,0.000025706,0.000004799561,0.00008584034,0.000004778187,0.0001854485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07493361,"threshold_uncertainty_score":0.1489949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05344531715845998,"score_gpt":0.2350022885119605,"score_spread":0.1815569713535005,"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."}}