{"id":"W1627400990","doi":"10.1029/2004wr003407","title":"Parameter estimation using the falling head infiltration model: Simulation and field experiment","year":2005,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Infiltration (HVAC); Hydraulic conductivity; Hydraulic head; Uniqueness; Soil science; Environmental science; Estimation theory; Inverse; Mathematics; Geotechnical engineering; Geology; Statistics; Soil water; Meteorology; Mathematical analysis; Geometry; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001884177,0.0005031993,0.0006528847,0.0003364317,0.0002466434,0.0003584117,0.0006772084,0.0006437724,0.0004170215],"category_scores_gemma":[0.002770242,0.0002178564,0.0003999672,0.0005624571,0.0004689175,0.0006935099,0.0002928349,0.0005896695,0.00004990439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005756925,"about_ca_system_score_gemma":0.0005206875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330173,"about_ca_topic_score_gemma":0.0097983,"domain_scores_codex":[0.9997116,0.0001117631,0.00002636074,0.00005092613,0.0000557628,0.00004365013],"domain_scores_gemma":[0.996842,0.00238451,0.0002129437,0.0001847874,0.0003126364,0.00006303698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004835497,0.0005549664,0.01456746,0.00007356645,0.00004566451,0.00009913165,0.0001695381,0.9578346,0.01260395,0.0009084638,0.0001800127,0.01247915],"study_design_scores_gemma":[0.00004932204,0.0002590671,0.001448107,0.00000310874,0.00001632007,0.000009124521,0.00001938619,0.9911706,0.006796537,0.0001505646,0.00006687294,0.00001092323],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904231,0.00001805155,0.009034009,0.0000202345,0.000002655253,0.00003267077,0.00009717759,0.0000680509,0.0003041531],"genre_scores_gemma":[0.9908919,0.00002609423,0.008816889,0.000004906806,0.000001416485,0.00003279743,0.0001216764,0.000006392783,0.00009800416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01330173,"threshold_uncertainty_score":0.02644861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09587516701539306,"score_gpt":0.364721150376666,"score_spread":0.2688459833612729,"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."}}