{"id":"W4300717096","doi":"10.1002/adts.202200339","title":"Surface Bending Resistance in Architected Nanoporous Metallic Materials","year":2022,"lang":"en","type":"article","venue":"Advanced Theory and Simulations","topic":"Nanoporous metals and alloys","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Materials science; Stiffness; Nanoporous; Composite material; Bending stiffness; Finite element method; Ultimate tensile strength; Poisson's ratio; Bending; Surface stress; Elastic modulus; Residual stress; Structural engineering; Poisson distribution; Nanotechnology; Mathematics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001095806,0.0001424832,0.0001349211,0.0002367822,0.0001372133,0.0002370781,0.0002120456,0.0003417844,0.0005885925],"category_scores_gemma":[0.0002893357,0.0001276827,0.0001120313,0.0001094802,0.0002923211,0.0001875376,0.0001903745,0.00008661033,0.0001291347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865423,"about_ca_system_score_gemma":0.00007795097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002984432,"about_ca_topic_score_gemma":0.0003750437,"domain_scores_codex":[0.9999142,0.000008992327,0.00000395939,0.00001549259,0.00004015174,0.0000172181],"domain_scores_gemma":[0.9998797,0.00004447126,0.00002544957,0.00001975421,0.00002092546,0.000009589716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007662459,0.00001989285,0.000645229,0.00006793264,0.0000133238,0.0001909483,0.00004399131,0.03450121,0.9585696,0.001932147,0.00010778,0.003831081],"study_design_scores_gemma":[0.0000195486,0.0002100678,0.004398804,0.00001202916,0.00001699802,0.0002541935,0.00008477904,0.4826699,0.5091206,0.001676586,0.001508038,0.00002844654],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987976,0.0001803303,0.009380044,0.00004232245,0.00001579994,0.000005624055,0.00004661747,0.00014753,0.002205654],"genre_scores_gemma":[0.9984464,0.00002457403,0.001189214,0.000005783081,0.000001016377,0.000002775965,0.00001588985,0.000004648787,0.0003096896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005885925,"threshold_uncertainty_score":0.001969039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023387424244121,"score_gpt":0.2545714257245993,"score_spread":0.2443375514821581,"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."}}