{"id":"W3031944637","doi":"10.4095/321101","title":"Improved analysis of horizontal-to-vertical spectral ratio measurements for groundwater investigations","year":2020,"lang":"en","type":"report","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Horizontal and vertical; Groundwater; Environmental science; Geology; Hydrology (agriculture); Soil science; Geodesy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001815423,0.0002245992,0.0006375622,0.0001822821,0.00003912132,0.0000342727,0.0001678052,0.0001373326,0.00008686048],"category_scores_gemma":[0.0001961402,0.0002014365,0.0004147298,0.0008052574,0.00002749198,0.00003950597,0.00003001584,0.0001512446,0.00001206904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001337271,"about_ca_system_score_gemma":0.0001118052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001575988,"about_ca_topic_score_gemma":0.0002141544,"domain_scores_codex":[0.9985958,0.00001628078,0.000516061,0.0003007904,0.0003514399,0.0002196357],"domain_scores_gemma":[0.9990822,0.00007984432,0.0000414005,0.0003141313,0.0002707386,0.0002116982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001338889,0.0001864643,0.0004431978,0.0006355625,0.008410542,4.010484e-7,0.0001700049,0.003714544,0.9661672,0.003878863,0.01103939,0.005340495],"study_design_scores_gemma":[0.001006789,0.0007302079,0.03855617,0.0001365989,0.02512716,0.000002020785,0.00009797875,0.4639466,0.4144394,0.005368549,0.04798335,0.002605202],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01650953,0.00002690686,0.9643773,0.0004716481,0.0003740227,0.00141765,0.0002269304,0.0002597266,0.01633631],"genre_scores_gemma":[0.8222594,0.00001881554,0.1746002,0.00007207468,0.000570394,0.0009745779,0.0007665068,0.0001014877,0.0006364915],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8057499,"threshold_uncertainty_score":0.8214341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09093340362123396,"score_gpt":0.3198349680817944,"score_spread":0.2289015644605604,"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."}}