{"id":"W2001383604","doi":"10.1117/12.475248","title":"&lt;title&gt;Micromechanical modeling of smart composite materials with a periodic structure&lt;/title&gt;","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Composite Material Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Homogenization (climate); Boundary value problem; Asymptotic homogenization; Thermal expansion; Periodic boundary conditions; Actuator; Computer science; Anisotropy; Micromechanics; Composite number; Applied mathematics; Asymptotic expansion; Mathematical analysis; Materials science; Mathematics; Physics; Algorithm; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0001410812,0.0002353533,0.000349468,0.00007872974,0.00003344573,0.00007085549,0.0004557682,0.0001473755,0.0002795725],"category_scores_gemma":[0.00004272963,0.0001995118,0.0001897382,0.0001630977,0.00006164914,0.0001512166,0.00009001412,0.0001523058,0.00001193669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008930467,"about_ca_system_score_gemma":0.000008288787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001719542,"about_ca_topic_score_gemma":8.935304e-8,"domain_scores_codex":[0.9987465,1.977243e-8,0.0004361896,0.000202517,0.0003662953,0.0002485162],"domain_scores_gemma":[0.9993101,0.00002519691,0.0001198773,0.00005970397,0.0004166379,0.00006846087],"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":[0.00002867851,0.00002570142,0.000003489577,0.000364305,0.0001762638,1.170146e-7,0.0000613853,0.0005366077,0.8720691,0.1252174,0.001398759,0.00011822],"study_design_scores_gemma":[0.0006637161,0.0002340717,0.0000160985,0.0004045853,0.0001532298,0.00003954216,0.00005852653,0.4052987,0.5863776,0.0008310525,0.005499493,0.0004233973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947528,0.0001197582,0.0001673129,0.0001289541,0.0004001908,0.0002479982,0.00008963405,0.000115258,0.003978083],"genre_scores_gemma":[0.962123,0.00006404137,0.03733757,0.00001834637,0.0002338345,0.00002386514,0.000007406943,0.00007586874,0.0001161069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047621,"threshold_uncertainty_score":0.8135856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009680940808477572,"score_gpt":0.1944770504279907,"score_spread":0.1847961096195132,"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."}}