{"id":"W4404492549","doi":"10.1007/978-3-031-67398-6_18","title":"Additive Manufacturing and the Design of Multifunctional Heterogeneous/Aperiodic Architected Metamaterials: A Mechanical Perspective","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Rheumatology Association; National Research Council Canada; McMaster University; University of Victoria","funders":"","keywords":"Aperiodic graph; Perspective (graphical); Metamaterial; Materials science; Computer science; Mathematics; 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":[0.000197751,0.0005392421,0.0003237033,0.0005656063,0.000283214,0.001238692,0.0005916097,0.0007395966,0.002083297],"category_scores_gemma":[0.0001869691,0.0004175402,0.0003271945,0.0006503719,0.0008445499,0.000819959,0.0004966157,0.0008217945,0.0008641128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004509492,"about_ca_system_score_gemma":0.000234022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001557548,"about_ca_topic_score_gemma":0.0004485618,"domain_scores_codex":[0.9998295,0.00001963635,0.000006190519,0.00002841205,0.00009727715,0.00001899407],"domain_scores_gemma":[0.9999218,0.0000414642,0.00001040339,0.00001141487,0.0000111379,0.000003815872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002975927,0.00006836532,0.0000727888,0.0005155969,0.00002057234,0.0002044949,0.0001827786,0.0290524,0.2200253,0.6420234,0.004870952,0.1029335],"study_design_scores_gemma":[0.00001933462,0.0002359825,0.0004622786,0.0001724915,0.00003425448,0.001004652,0.0001590143,0.06688268,0.1815809,0.3064605,0.442929,0.00005886026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04187834,0.07575115,0.5589184,0.001428456,0.001821741,0.00007687113,0.0001073511,0.0004473205,0.3195705],"genre_scores_gemma":[0.3843192,0.05748929,0.3416658,0.0008591535,0.0008349078,0.0002011997,0.0001681991,0.000235453,0.2142267],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002083297,"threshold_uncertainty_score":0.006969333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009585803193674587,"score_gpt":0.1912483754117483,"score_spread":0.1816625722180737,"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."}}