{"id":"W4280504414","doi":"10.5281/zenodo.6562376","title":"On the Discretization of Richards Equation in Canadian Land Surface Models","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Discretization; Richards equation; Surface (topology); Mathematics; Environmental science; Mathematical analysis; Geometry; Soil science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007165871,0.0009185511,0.0006566044,0.0009387969,0.001208632,0.001521123,0.002928598,0.001024432,0.01703285],"category_scores_gemma":[0.003348141,0.00056135,0.001062877,0.001944742,0.0006186132,0.0009817657,0.001421006,0.001724751,0.004222041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0067921,"about_ca_system_score_gemma":0.009530103,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7708109,"about_ca_topic_score_gemma":0.7095632,"domain_scores_codex":[0.9993681,0.00007549843,0.00003115214,0.00007428088,0.0003748937,0.00007615548],"domain_scores_gemma":[0.9990162,0.0002074719,0.00003666496,0.0001003869,0.000572815,0.00006648753],"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":[0.00006806292,0.00003277054,0.002329672,0.0002403818,0.00004996081,0.0001692106,0.0003531773,0.7319329,0.005230429,0.1161224,0.09265376,0.05081728],"study_design_scores_gemma":[0.00002960206,0.000006580666,0.001051055,0.00006143231,0.00001335425,0.0000373109,0.00005526965,0.8872455,0.001718933,0.0113721,0.09834382,0.00006506155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02269356,0.001488854,0.7978319,0.001881805,0.0006337291,0.0003681089,0.03723817,0.01068629,0.1271775],"genre_scores_gemma":[0.2543789,0.002484414,0.6233046,0.0007657171,0.0001542671,0.0008244519,0.03769443,0.008291379,0.07210184],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2291891,"threshold_uncertainty_score":0.4610776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03484369141501294,"score_gpt":0.2118654147789332,"score_spread":0.1770217233639203,"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."}}