{"id":"W2009031730","doi":"10.4133/jeeg8.2.77","title":"Assessment of Soil Moisture Content Measured by Borehole GPR and TDR Under Transient Irrigation and Drainage","year":2003,"lang":"en","type":"article","venue":"Journal of Environmental and Engineering Geophysics","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Waterloo","funders":"","keywords":"Ground-penetrating radar; Borehole; Water content; Loam; Geology; Soil science; Drainage; Moisture; Geotechnical engineering; Hydrology (agriculture); Soil water; Radar; Meteorology; Engineering; Geography","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":[0.0001005704,0.0001224635,0.0001966302,0.00002393619,0.00002928132,0.00001449274,0.00002994083,0.00003952196,0.000002291121],"category_scores_gemma":[0.000003398045,0.0001096114,0.00003982366,0.00003598572,0.00004318639,0.00009120701,0.000008888886,0.0001488203,1.656188e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002736914,"about_ca_system_score_gemma":0.000003131508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003441621,"about_ca_topic_score_gemma":2.243336e-7,"domain_scores_codex":[0.9994599,0.00001263596,0.0002063699,0.00008173491,0.0001355539,0.0001038653],"domain_scores_gemma":[0.9997502,0.00003260646,0.0000555745,0.00006188861,0.000007589033,0.00009211748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000001786619,0.00006536811,0.0001802277,0.00006968831,0.00005840782,8.29659e-7,0.0001125877,0.003547259,0.9904597,0.003724114,0.00001137701,0.001768636],"study_design_scores_gemma":[0.0008572235,0.0001815496,0.9823304,0.00006475045,0.0001040245,0.00002683932,0.000323121,0.00363531,0.00746586,0.004020945,0.0007416781,0.0002482656],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987061,0.0009811432,0.01162913,0.000038037,0.00005199433,0.00006803655,0.00001896523,0.000008070314,0.0001435841],"genre_scores_gemma":[0.9957585,0.0002139224,0.003958321,0.00001146823,0.00002480108,0.000003587911,0.000002415015,0.00001493305,0.00001199823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9829938,"threshold_uncertainty_score":0.4469821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009300498326672,"score_gpt":0.1949438933335448,"score_spread":0.1856433950068728,"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."}}