{"id":"W7008279796","doi":"","title":"Behaviour of expansive soils at a water distribution pipe site","year":2010,"lang":"en","type":"article","venue":"NPARC","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; National Research Council Canada","funders":"","keywords":"Expansive clay; Soil water; Shrinkage; Instrumentation (computer programming); Water content; Expansive; Hydrology (agriculture); Stress (linguistics); Water level","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001494245,0.000138898,0.000188432,0.0005329626,0.000248555,0.0003010813,0.0001616856,0.0002003626,0.0008101611],"category_scores_gemma":[0.0004603537,0.000150481,0.00006869072,0.0004141866,0.0002199404,0.0002348911,0.0002382505,0.0001980622,0.0001511168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002161995,"about_ca_system_score_gemma":0.0002013896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008396867,"about_ca_topic_score_gemma":0.01606377,"domain_scores_codex":[0.9999259,0.000008555048,0.00000431665,0.00001994237,0.00002070293,0.00002055893],"domain_scores_gemma":[0.999597,0.00009202914,0.0001101515,0.00001610041,0.0001055501,0.00007919627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000611502,0.0003913195,0.6470297,0.000112823,0.00004387442,0.00143088,0.003141093,0.00633093,0.3189668,0.0001485819,0.0002012803,0.0215911],"study_design_scores_gemma":[0.0000133063,0.0006714649,0.975071,0.00001126043,0.00001423924,0.0001777529,0.001604131,0.005669364,0.01602742,0.00006597822,0.0006535652,0.00002049764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997304,0.000007848645,0.0000386795,0.000001844194,2.431027e-7,0.000002562758,0.00003639269,0.00000421727,0.0001777549],"genre_scores_gemma":[0.9995489,0.0000261453,0.0001026537,0.0000026653,6.152e-7,0.000002793677,0.0001064288,0.000001646235,0.0002081733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008396867,"threshold_uncertainty_score":0.01669598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005227204627542122,"score_gpt":0.1919169594216225,"score_spread":0.1866897547940804,"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."}}