{"id":"W4405599973","doi":"10.1002/nag.3916","title":"A Dynamic Three‐Field Finite Element Model for Wave Propagation in Linear Elastic Porous Media","year":2024,"lang":"en","type":"article","venue":"International Journal for Numerical and Analytical Methods in Geomechanics","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; Porous medium; Linear elasticity; Field (mathematics); Poromechanics; Mechanics; Geotechnical engineering; Materials science; Porosity; Structural engineering; Physics; Geology; Engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191923,0.0001601511,0.0002516536,0.000418103,0.00003255441,0.0001075645,0.0001882944,0.0001057549,0.0000313143],"category_scores_gemma":[0.001592145,0.0001364001,0.0001022022,0.0002362432,0.00001650262,0.0001283702,0.00006844783,0.0005300343,0.000002175968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003317826,"about_ca_system_score_gemma":0.00006346602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003555025,"about_ca_topic_score_gemma":0.00001329151,"domain_scores_codex":[0.9984982,0.0000374486,0.0005414838,0.0002330445,0.0003389376,0.0003508693],"domain_scores_gemma":[0.9975099,0.002113898,0.0000318862,0.00006705567,0.0001419143,0.0001353726],"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":[0.0002034742,0.00009493317,0.000009096283,0.0001715117,0.0001845722,0.00009922617,0.0002367647,0.6295341,0.0009268269,0.024002,0.00006553668,0.3444719],"study_design_scores_gemma":[0.0003902396,0.0001124193,0.000008688889,0.0001049313,0.00002314613,0.00003889326,0.00003563463,0.8122405,0.00004650418,0.1866458,0.0002280766,0.0001251904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000860305,0.0003197666,0.996372,0.0009867062,0.001075017,0.0002712394,0.00005021374,0.00003635387,0.00002835841],"genre_scores_gemma":[0.396,0.0002515414,0.6031671,0.00008416779,0.0002455247,0.00009338048,0.00002023342,0.0000467073,0.00009132939],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3951397,"threshold_uncertainty_score":0.5562235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04825873458787012,"score_gpt":0.3873626118429325,"score_spread":0.3391038772550624,"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."}}