{"id":"W4412690253","doi":"10.3390/sym17081197","title":"Voxel-Based Asymptotic Homogenization of the Effective Thermal Properties of Lattice Materials with Generic Bravais Lattice Symmetry","year":2025,"lang":"en","type":"article","venue":"Symmetry","topic":"Composite Material Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Mitacs","keywords":"Representative elementary volume; Homogenization (climate); Materials science; Discretization; Periodic boundary conditions; Thermal conductivity; Mathematical analysis; Lattice (music); Boundary value problem; Mathematics; Statistical physics; Physics; Composite material; Microstructure","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":[0.0004522288,0.0002858609,0.0003588028,0.0005282231,0.0002007462,0.0008989808,0.0006676249,0.0004723706,0.002113707],"category_scores_gemma":[0.001376929,0.0001995742,0.0004611164,0.0004119608,0.0005385019,0.0007517777,0.0005206646,0.0005447379,0.0006155021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943729,"about_ca_system_score_gemma":0.0006559608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009284,"about_ca_topic_score_gemma":0.00136842,"domain_scores_codex":[0.9996991,0.0000539613,0.00001545056,0.00003768054,0.0001628976,0.00003089129],"domain_scores_gemma":[0.9996024,0.0001817334,0.00004108216,0.00006918352,0.00009011081,0.00001551462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001162655,0.00009042613,0.001896581,0.0003181561,0.00003717652,0.0002758949,0.0002823553,0.710046,0.1169442,0.09020793,0.001515086,0.07827],"study_design_scores_gemma":[0.000004119637,0.00002256231,0.0003059082,0.000009567313,0.000004042021,0.0001439476,0.00004119549,0.9739314,0.01795803,0.004979663,0.002587049,0.00001244123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03571502,0.0001497968,0.9575664,0.00004419584,0.0000300207,0.00003698773,0.00009450411,0.0005597808,0.005803348],"genre_scores_gemma":[0.592556,0.0002257748,0.4031548,0.00005418837,0.00001640298,0.0001307735,0.0003760813,0.0003756415,0.003110314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002113707,"threshold_uncertainty_score":0.007071018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004988373981725915,"score_gpt":0.1800521260230792,"score_spread":0.1750637520413533,"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."}}