{"id":"W2084681003","doi":"10.1115/imece2014-38645","title":"Design Method for Lattice-Skin Structure Fabricated by Additive Manufacturing","year":2014,"lang":"en","type":"article","venue":"Volume 2B: Advanced Manufacturing","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Lattice (music); Computer science; Fabrication; Macro; Crystal structure; Design methods; Topology (electrical circuits); Mechanical engineering; Engineering; Physics; Crystallography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003896683,0.0008668919,0.0007747403,0.0003438815,0.0004224466,0.0001585951,0.0008106178,0.0004284157,0.0001894001],"category_scores_gemma":[0.000225395,0.0008826824,0.0002210482,0.0001387622,0.0001127258,0.0004611851,0.0002216807,0.0008110803,0.00006666329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002672909,"about_ca_system_score_gemma":0.00001481997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002010756,"about_ca_topic_score_gemma":0.000006743931,"domain_scores_codex":[0.9966331,0.0001258345,0.0006182042,0.001003093,0.0003390349,0.001280756],"domain_scores_gemma":[0.9977304,0.0009092272,0.0002295298,0.0008569451,0.00006692201,0.0002069748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008800765,0.00003156692,0.00000567072,0.0002909334,0.0002578871,0.00000624258,0.0002997244,0.1324895,0.02380233,0.0001091074,0.0119876,0.8306314],"study_design_scores_gemma":[0.0008516978,0.0001081827,0.0002770855,0.00007400382,0.00005913476,0.00001361105,0.0001024099,0.04210608,0.8176354,0.007859551,0.1300018,0.0009110734],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09509894,0.0001574521,0.8985047,0.0001256063,0.0005773975,0.0009434237,0.0003107285,0.003710184,0.0005715758],"genre_scores_gemma":[0.7080374,0.00005771987,0.2902958,0.0001163382,0.0002003963,0.000230473,0.0001901507,0.0002281793,0.0006435266],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8297203,"threshold_uncertainty_score":0.9993624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009856396042249083,"score_gpt":0.2326584874130585,"score_spread":0.2228020913708094,"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."}}