{"id":"W4384930779","doi":"10.1007/s10040-023-02638-1","title":"Joint hydrofacies-hydraulic conductivity modeling based on a constructive spectral algorithm constrained by transient head data","year":2023,"lang":"en","type":"article","venue":"Hydrogeology Journal","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"National Research Council Canada","keywords":"Aquifer; Hydraulic conductivity; Hydrogeology; Borehole; Gaussian; Transient (computer programming); Geology; Calibration; Soil science; Mathematics; Computer science; Physics; Groundwater; Geotechnical engineering; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006484656,0.0007561406,0.0008501569,0.0005410521,0.0006068482,0.001160794,0.001381335,0.001176335,0.001979122],"category_scores_gemma":[0.001739259,0.0006358575,0.0009062682,0.0007035553,0.0008458364,0.001519756,0.001088576,0.0009753086,0.0004953572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000680954,"about_ca_system_score_gemma":0.002195711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267434,"about_ca_topic_score_gemma":0.01433776,"domain_scores_codex":[0.9997587,0.00006761905,0.00001612291,0.00004588163,0.00008047616,0.00003134649],"domain_scores_gemma":[0.999137,0.0003858175,0.000101763,0.0000902637,0.0002243562,0.00006090483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003092115,0.00004549339,0.0002926661,0.00001982327,0.00001481059,0.00002291431,0.00002669556,0.9814446,0.002068958,0.002655441,0.0002241947,0.01315353],"study_design_scores_gemma":[0.000001673876,0.000002199515,0.0000178897,6.148351e-7,9.324905e-7,0.000001719812,0.00000149129,0.9994839,0.0002361674,0.0002095962,0.00004197012,0.0000017571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02894281,0.00003853904,0.9686553,0.00009085425,0.00002366242,0.00003192002,0.00007299252,0.0006156882,0.00152831],"genre_scores_gemma":[0.7470243,0.0001246577,0.2484287,0.0001010329,0.00004378681,0.0001741217,0.0003245386,0.0003622389,0.003416582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01267434,"threshold_uncertainty_score":0.02520114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755601919814233,"score_gpt":0.2670207310183965,"score_spread":0.2194647118202541,"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."}}