{"id":"W2757204601","doi":"10.1177/0037549717730898","title":"Validating numerical solution of transient Darcy flow using the stabilized mixed finite element method","year":2017,"lang":"en","type":"article","venue":"SIMULATION","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ghulam Ishaq Khan Institute of Engineering Sciences and Technology; Concordia University; McMaster University","keywords":"Darcy's law; Discretization; Mechanics; Porous medium; Finite element method; Galerkin method; Permeability (electromagnetism); Transient (computer programming); Mathematics; Mathematical analysis; Geology; Geotechnical engineering; Porosity; Computer science; Physics; Thermodynamics; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001090822,0.0004452778,0.0004795006,0.0005155187,0.0004405223,0.0006485422,0.0006445008,0.0009494065,0.001248128],"category_scores_gemma":[0.002861371,0.0001958063,0.0004746115,0.0002595588,0.0006604846,0.0004722949,0.0006378551,0.0004863054,0.0001785472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003026988,"about_ca_system_score_gemma":0.0007840475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002722779,"about_ca_topic_score_gemma":0.001262651,"domain_scores_codex":[0.9994891,0.0002037631,0.00003385304,0.00003712254,0.0001992946,0.00003679194],"domain_scores_gemma":[0.9984528,0.0008073314,0.0001212565,0.0001565,0.0004201254,0.00004189257],"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":[0.0002196357,0.0001194841,0.002796499,0.0001413004,0.00002661845,0.00019849,0.0002514018,0.9000767,0.0669312,0.008324372,0.0003894044,0.02052486],"study_design_scores_gemma":[0.000006720516,0.00004066433,0.0001448206,0.000005648114,0.000001995252,0.00001374913,0.0000161256,0.9911952,0.00802561,0.0002581851,0.0002862748,0.000005036195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4358223,0.0001874684,0.5570694,0.000242427,0.00009449005,0.0001013976,0.0001397206,0.0007436249,0.005599215],"genre_scores_gemma":[0.9193887,0.00006938055,0.07925341,0.00003004079,0.000006661641,0.00009730182,0.00009846456,0.00004401776,0.001011987],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002722779,"threshold_uncertainty_score":0.005768895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09835270266426754,"score_gpt":0.4061630205568451,"score_spread":0.3078103178925776,"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."}}