{"id":"W4220736405","doi":"10.18280/mmep.090115","title":"A Novel Space-Time Finite Element Algorithm to Investigate the Hygro-Mechanical Behaviours of Wood Fiber-Polymer Composites","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Finite element method; Algorithm; Robustness (evolution); Materials science; Durability; Iterative and incremental development; Computer science; Composite material; Applied mathematics; Mathematical optimization; Mathematics; Structural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004275439,0.0003130725,0.0004383806,0.0001288743,0.0001351019,0.00005631459,0.0003558396,0.00007027855,0.0001645896],"category_scores_gemma":[0.0000178924,0.0002703409,0.0001065903,0.0002934296,0.00003318465,0.00005418738,0.0002774378,0.0004551752,0.000025089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005174591,"about_ca_system_score_gemma":0.000009084745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000122684,"about_ca_topic_score_gemma":1.400587e-7,"domain_scores_codex":[0.9982398,0.00002472456,0.0005520091,0.0002827102,0.0004508093,0.0004499938],"domain_scores_gemma":[0.9989893,0.0003097275,0.00004877198,0.000369016,0.00002998572,0.000253219],"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":[0.000003408597,0.00008863805,9.156443e-7,0.0001292728,0.00004217902,0.000001783062,0.000299547,0.9039957,0.09038418,0.004510252,0.00004019581,0.000503938],"study_design_scores_gemma":[0.0002358339,0.0001519468,0.000001409682,0.0001237969,0.00008161088,0.00002539865,0.00001532571,0.9638339,0.03331675,0.001669234,0.0002341343,0.0003106256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1607826,0.0002891262,0.8377248,0.0002185625,0.00006769078,0.0004688647,0.00006228498,0.000302504,0.0000835066],"genre_scores_gemma":[0.780016,0.0000106704,0.2191083,0.00004804845,0.00004767184,0.0003778608,0.00002626261,0.0001436827,0.0002215287],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6192334,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967327480585775,"score_gpt":0.2011339901887927,"score_spread":0.1814607153829349,"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."}}