{"id":"W2078701416","doi":"10.1029/2000wr900119","title":"A numerically based analysis of the sensitivity of conventional and alternative time domain reflectometry probes","year":2000,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Waterloo","funders":"","keywords":"Reflectometry; Water content; Rod; Materials science; Soil water; Time domain; Calibration; Optics; Composite material; Soil science; Environmental science; Geology; Mathematics; Physics; Geotechnical engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001370065,0.0000697863,0.0001844368,0.0001547982,0.0001217639,0.00001659256,0.0001382588,0.00004136649,0.0009818582],"category_scores_gemma":[0.00003794578,0.00003677059,0.0001017207,0.0009617048,0.000888789,0.00003391019,0.000160954,0.0001548381,0.00003796272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004080201,"about_ca_system_score_gemma":0.000005197369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983618,"about_ca_topic_score_gemma":0.0002826004,"domain_scores_codex":[0.9978259,0.0007941622,0.0001631582,0.0002203372,0.0007731038,0.0002233393],"domain_scores_gemma":[0.9994513,0.0002161436,0.00003476019,0.0002178003,0.00003024365,0.00004978863],"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":[0.0003478333,0.0002713132,0.1998491,0.00003495001,0.0005006645,0.00002425386,0.006568715,0.006727137,0.7566487,0.000006032615,0.0001776212,0.0288437],"study_design_scores_gemma":[0.0003625963,0.0001069915,0.7932926,0.00003749617,0.00008314613,0.000005932408,0.0001130359,0.03242379,0.1683231,0.0003751774,0.004762237,0.0001139758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849345,0.00001317192,0.00003706193,0.0003589391,0.000004720704,0.0001292037,0.000004578899,0.000004566218,0.01451322],"genre_scores_gemma":[0.9980941,0.000002803371,0.0003742665,0.00003465079,0.00001196847,7.235383e-7,0.000003845167,0.00000569581,0.001471878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5934435,"threshold_uncertainty_score":0.9999314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743729158171253,"score_gpt":0.2919938111716913,"score_spread":0.2745565195899788,"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."}}