{"id":"W2128697759","doi":"10.1109/iwagpr.2011.5963900","title":"Vertical soil moisture dynamics in the vadose zone: A high-resolution GPR reflection study","year":2011,"lang":"en","type":"article","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Vadose zone; Ground-penetrating radar; Water content; Geology; Reflection (computer programming); Moisture; Soil science; Environmental science; Hydrology (agriculture); Atmospheric sciences; Soil water; Geotechnical engineering; Meteorology; Radar","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001476906,0.00007770583,0.00007943917,0.00002798232,0.00004645354,0.00001365255,0.0001084851,0.00004680568,0.00001588488],"category_scores_gemma":[0.00001306754,0.00005355325,0.00002463317,0.0002655408,0.0000125031,0.00004377812,0.0000154045,0.0001832301,0.00004109446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006602335,"about_ca_system_score_gemma":0.000003344785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145023,"about_ca_topic_score_gemma":0.002447866,"domain_scores_codex":[0.9994885,0.00005572207,0.0001202646,0.0001110411,0.00009155761,0.0001328643],"domain_scores_gemma":[0.999709,0.000035124,0.000005528208,0.0002105987,0.00001427277,0.00002545556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001487348,0.007623068,0.01796083,0.0001073231,0.0002079874,0.00003189729,0.01384254,0.009527236,0.02273967,0.8296221,0.003021439,0.09516709],"study_design_scores_gemma":[0.0005345211,0.000223223,0.8098764,0.000006800023,0.00004852505,0.000003338288,0.003362179,0.168697,0.0004212783,0.01635103,0.0002403341,0.0002353911],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9024007,0.000007625292,0.08861358,0.0001566332,0.00008914187,0.0002736925,0.000001213085,0.0001414936,0.008315974],"genre_scores_gemma":[0.9948647,0.000002923728,0.004869475,0.00003455735,0.00004625863,0.0001086734,0.000002910046,0.000009780912,0.00006069661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8132712,"threshold_uncertainty_score":0.2183838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644457591552211,"score_gpt":0.2668364643027363,"score_spread":0.2403918883872142,"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."}}