{"id":"W1928352230","doi":"10.1139/cgj-2012-0113","title":"Soil moisture monitoring at the field scale using neutron probe","year":2013,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water content; Neutron probe; Moisture; Soil water; Soil science; Environmental science; Field capacity; Hydrology (agriculture); Geotechnical engineering; Geology; Neutron; Neutron temperature; Meteorology; Geography; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002007562,0.0001451239,0.0001224101,0.00004194232,0.0008102236,0.0001510361,0.0003316122,0.0001926239,0.000643158],"category_scores_gemma":[0.00006271862,0.00009536971,0.0001336519,0.0001819559,0.0002167257,0.0001671305,0.0001302706,0.0007770179,0.0003170609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000858893,"about_ca_system_score_gemma":0.0000748317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2588335,"about_ca_topic_score_gemma":0.1775198,"domain_scores_codex":[0.9986973,0.00005293273,0.0002109703,0.0002008488,0.0002755578,0.0005623409],"domain_scores_gemma":[0.9989734,0.00006419405,0.00007588615,0.0002682357,0.00001776428,0.0006005444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002400688,0.00004330778,0.2288719,0.00001326058,0.00008448707,0.000459417,0.0007651832,0.1123077,0.09583063,0.00001713475,0.166376,0.3952069],"study_design_scores_gemma":[0.0003705337,0.0001147036,0.8863069,0.0001331573,0.00007995009,0.002701924,0.0004575956,0.008790731,0.005512209,0.001169614,0.09373488,0.0006277776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753074,0.000340938,0.0003926194,0.01702286,0.0006959992,0.0002410124,6.386018e-7,0.00003225039,0.005966255],"genre_scores_gemma":[0.9959933,0.00002655793,0.0006640893,0.001807914,0.0006459676,7.944388e-7,4.469684e-7,0.00001918734,0.0008417439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.657435,"threshold_uncertainty_score":0.8374883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009237512825534139,"score_gpt":0.2177846873445574,"score_spread":0.2085471745190232,"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."}}