{"id":"W3161961461","doi":"10.3390/polym13091528","title":"Dual Graded Lattice Structures: Generation Framework and Mechanical Properties Characterization","year":2021,"lang":"en","type":"article","venue":"Polymers","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Lattice (music); Materials science; Crystal structure; Microstructure; Geometry; Composite material; Mathematics; Crystallography; Physics; Chemistry","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":[0.000365697,0.00031025,0.0002158922,0.0004352138,0.0002172988,0.000830566,0.0005775071,0.0003827324,0.001163447],"category_scores_gemma":[0.0005811789,0.0002128378,0.0002258098,0.000408103,0.0004493529,0.0004510808,0.0004143241,0.0004865192,0.0003529864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008112932,"about_ca_system_score_gemma":0.0004491801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117648,"about_ca_topic_score_gemma":0.001547836,"domain_scores_codex":[0.9997603,0.00002643712,0.000007181001,0.00003261807,0.0001488472,0.00002461531],"domain_scores_gemma":[0.9997932,0.00005375383,0.00003338887,0.00003917412,0.0000599812,0.00002054111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001312141,0.0002848533,0.00251189,0.0003092701,0.00002612807,0.0003221613,0.0001902615,0.3919645,0.386327,0.1298349,0.002148881,0.08594888],"study_design_scores_gemma":[0.00001694142,0.000116067,0.0004313658,0.00001263748,0.000007760416,0.00009779976,0.00003256799,0.8904142,0.09368951,0.01013616,0.005020144,0.00002479554],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2116099,0.0007400958,0.7642437,0.0002806505,0.0000888799,0.0001676196,0.0004782904,0.0009271494,0.02146369],"genre_scores_gemma":[0.732507,0.0003535461,0.2636518,0.0000470387,0.00001376473,0.0001481557,0.0002808773,0.0001197266,0.002878069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001163447,"threshold_uncertainty_score":0.005886376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611918566671774,"score_gpt":0.2148498886851771,"score_spread":0.1887307030184594,"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."}}