{"id":"W2108512031","doi":"10.1016/j.jhydrol.2009.01.037","title":"Assessment of multi-frequency electromagnetic induction for determining soil moisture patterns at the hillslope scale","year":2009,"lang":"en","type":"article","venue":"Journal of Hydrology","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Water content; Soil science; Environmental science; Moisture; Soil water; Pedotransfer function; Hydrology (agriculture); Hydraulic conductivity; Geology; Geotechnical engineering; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003349119,0.0001000626,0.0002124657,0.00004141525,0.0001110486,0.000007522896,0.0001679335,0.00009826313,0.00004008953],"category_scores_gemma":[0.00002936515,0.00006234892,0.0001181253,0.00007496318,0.0001006611,0.00007787289,0.00003321484,0.0002281501,0.000002094509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001363476,"about_ca_system_score_gemma":0.00001964568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006695613,"about_ca_topic_score_gemma":0.001164879,"domain_scores_codex":[0.9990405,0.00008246963,0.0003562604,0.0001255663,0.000186525,0.0002086969],"domain_scores_gemma":[0.9993266,0.00005634677,0.0004120882,0.0001401088,0.00002418115,0.00004062419],"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":[0.00004836141,0.0001612998,0.146669,0.000007696655,0.00003567501,0.00002915006,0.0005936887,0.004201173,0.761376,0.000004526386,0.0005514801,0.08632196],"study_design_scores_gemma":[0.0006754347,0.001629829,0.9859799,0.00001607971,0.00006839977,0.000807556,0.00004997358,0.00229878,0.007580584,0.0004637292,0.0003452339,0.00008452928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950308,0.000112318,0.001125645,0.001953792,0.0002693932,0.0001062726,6.323827e-7,0.000003972947,0.001397169],"genre_scores_gemma":[0.9948642,0.00003781488,0.004227873,0.0006132528,0.0001496131,3.972548e-7,0.000001145914,0.000007291613,0.00009840362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8393108,"threshold_uncertainty_score":0.2542515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009724754038713715,"score_gpt":0.2608816472898655,"score_spread":0.2511568932511518,"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."}}