{"id":"W3196487064","doi":"10.3390/ma14174867","title":"Analysis and Design of Lattice Structures for Rapid-Investment Casting","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lattice (music); Castability; Materials science; Finite element method; Mechanical engineering; Aerospace; Topology (electrical circuits); Structural engineering; Engineering drawing; Computer science; Composite material; Engineering; Alloy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001239884,0.00007378303,0.0001985345,0.00006424088,0.00002766426,0.00002836293,0.00004517664,0.00004201047,0.0000704405],"category_scores_gemma":[0.0001360157,0.00006798353,0.00002433786,0.00007572041,0.00002340649,0.00001969586,0.00003940577,0.000018873,4.970251e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008643696,"about_ca_system_score_gemma":0.000004028514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006226602,"about_ca_topic_score_gemma":8.932582e-7,"domain_scores_codex":[0.9996026,0.00002242349,0.0001379347,0.00009970264,0.00003682444,0.0001005099],"domain_scores_gemma":[0.9996787,0.0001319737,0.00003310377,0.0001193329,0.00002456752,0.0000123164],"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":[0.00001818065,0.00001049263,0.0002622679,0.0006541469,0.001228096,0.00001130532,0.000332356,0.02565936,0.9533694,0.002885437,0.0002720295,0.01529698],"study_design_scores_gemma":[0.0000813111,0.00001171289,0.002694151,0.00001119507,0.0001404073,0.000001986104,0.00006240649,0.0009840141,0.9931344,0.002642398,0.0001649719,0.00007106532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9031495,0.000178251,0.09613494,0.00001709834,0.000106908,0.00008868277,0.00005998709,0.0001858281,0.00007876517],"genre_scores_gemma":[0.9453251,0.00002565009,0.05456501,0.00001109593,0.00002143929,0.00001388787,0.00001183603,0.000009580193,0.00001636493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04217559,"threshold_uncertainty_score":0.2772288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03017604553588622,"score_gpt":0.2407828424817977,"score_spread":0.2106067969459115,"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."}}