{"id":"W4281772894","doi":"10.3390/su14116831","title":"3D-Printed Programmable Mechanical Metamaterials for Vibration Isolation and Buckling Control","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Stiffness; Metamaterial; Vibration isolation; Structural engineering; Vibration; Finite element method; Materials science; Buckling; Vibration control; Displacement (psychology); 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":[0.00009311974,0.0001985157,0.0001182018,0.000165817,0.00008336835,0.0001865227,0.0002531192,0.000258913,0.0005976878],"category_scores_gemma":[0.0002012978,0.0001153229,0.000163557,0.0001150458,0.0002115769,0.0001919131,0.0002105058,0.0002202329,0.0001874413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001587794,"about_ca_system_score_gemma":0.00007787824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008689351,"about_ca_topic_score_gemma":0.0002662521,"domain_scores_codex":[0.9999013,0.00001162501,0.000005414293,0.00001666982,0.00005445978,0.00001053701],"domain_scores_gemma":[0.9998753,0.00003372695,0.00004132119,0.00002458079,0.00001668636,0.000008328999],"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":[0.000009360832,0.000003402463,0.0000508671,0.00001997151,0.000001387772,0.00002668044,0.00001025813,0.0008301329,0.9942737,0.0005589016,0.0000401041,0.004175207],"study_design_scores_gemma":[0.000005141454,0.00007200457,0.0006103521,0.000003356362,0.000004435936,0.0001448989,0.00001018124,0.01275009,0.9829161,0.0002390134,0.003235021,0.000009397784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7337983,0.001008005,0.2555177,0.0001262515,0.0001351807,0.00004144224,0.0001201843,0.0008928632,0.008360142],"genre_scores_gemma":[0.9352869,0.0001729876,0.06251836,0.00004136219,0.0000124693,0.00002537135,0.00003869783,0.00003488778,0.001869036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005976878,"threshold_uncertainty_score":0.001999438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006527948307053393,"score_gpt":0.2233143579638675,"score_spread":0.2167864096568141,"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."}}