{"id":"W4401103951","doi":"10.2139/ssrn.4909624","title":"Design and 4d Printing of Multi-Stiffness Wavy Metamaterial Energy Absorbers/Dissipators with Shape Recovery Features","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Metamaterial; Energy (signal processing); Stiffness; Materials science; Structural engineering; Acoustics; Engineering; Physics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001559467,0.0003649505,0.0002990085,0.0002988056,0.0001958046,0.0007118667,0.0005532541,0.0006620457,0.001683738],"category_scores_gemma":[0.0002853337,0.0003515651,0.0004834826,0.000248059,0.000279849,0.0003883437,0.0003985921,0.0004873149,0.0008262384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003020563,"about_ca_system_score_gemma":0.0001872719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353981,"about_ca_topic_score_gemma":0.000290868,"domain_scores_codex":[0.9998609,0.00001168634,0.000009153357,0.00003034518,0.0000613586,0.00002654354],"domain_scores_gemma":[0.999762,0.00003940821,0.00008415098,0.00005996463,0.0000346821,0.00001982299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000333914,0.00002230103,0.00008542909,0.00006476531,0.00001027805,0.0001082185,0.00003411571,0.006130986,0.9862169,0.001235598,0.0001533565,0.005904755],"study_design_scores_gemma":[0.00001397648,0.0001236029,0.0003526493,0.000007179247,0.00001259243,0.0001213583,0.0000146404,0.02318266,0.9725504,0.0002179241,0.003385706,0.00001722879],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553849,0.001119842,0.2267843,0.0002215689,0.000252001,0.0001055966,0.0003198807,0.001627496,0.01418445],"genre_scores_gemma":[0.8475931,0.0003127196,0.1423078,0.00004749902,0.00002027162,0.00007438452,0.00012792,0.0001626706,0.009353594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001683738,"threshold_uncertainty_score":0.005632699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009988810339819965,"score_gpt":0.2207664877126348,"score_spread":0.2107776773728149,"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."}}