{"id":"W2229931295","doi":"","title":"FROST HEAVE MITIGATION AND DRAINAGE APPLICATION OF GEOSYNTHETICS IN CANADIAN MUNICIPAL ROADWAYS","year":2003,"lang":"en","type":"article","venue":"한국지반신소재학회 학술발표회","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geosynthetics; Frost heaving; Drainage; Frost (temperature); Environmental science; Geotechnical engineering; Geology; Hydrology (agriculture); Civil engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004245016,0.0002258972,0.0003126099,0.0006350907,0.002078972,0.0007891264,0.001114663,0.0003729343,0.001864512],"category_scores_gemma":[0.001195047,0.0001350094,0.0003306731,0.001082051,0.0005562985,0.000257043,0.0004366388,0.000277317,0.0001262502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01695786,"about_ca_system_score_gemma":0.02172305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9511304,"about_ca_topic_score_gemma":0.9917891,"domain_scores_codex":[0.9992083,0.00008022862,0.00002325191,0.00008949713,0.0003113909,0.0002873873],"domain_scores_gemma":[0.9994337,0.00005270473,0.00007434118,0.00002208633,0.0002832932,0.0001337669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003503025,0.003287909,0.4907264,0.0008217994,0.0002875363,0.0008182283,0.007034746,0.06162775,0.1048982,0.004709877,0.007790657,0.3144938],"study_design_scores_gemma":[0.0000873882,0.001175088,0.9551661,0.00006201741,0.0001479177,0.00004947238,0.006148332,0.009450675,0.01349613,0.0004320338,0.01372219,0.00006263032],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965196,0.0001032671,0.0001303051,0.000112739,0.000003869493,0.0000271687,0.0001199993,0.00001748495,0.002965565],"genre_scores_gemma":[0.997095,0.0001297566,0.0005360296,0.0000276266,0.000001891614,0.000008972381,0.000109141,0.000003770946,0.002087831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9511304,"threshold_uncertainty_score":0.1230385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004039363190067802,"score_gpt":0.18575892860211,"score_spread":0.1817195654120422,"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."}}