{"id":"W2058009531","doi":"10.1093/qjmam/hbp001","title":"On obtaining effective orthotropic elasticity tensors","year":2009,"lang":"en","type":"article","venue":"The Quarterly Journal of Mechanics and Applied Mathematics","topic":"Elasticity and Material Modeling","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Orthotropic material; Transverse isotropy; Tensor (intrinsic definition); Mathematics; Isotropy; Mathematical analysis; Maxima and minima; Monoclinic crystal system; Geometry; Physics; Finite element method; Optics","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":[0.000341272,0.0001471286,0.0002714407,0.00005851208,0.00008812598,0.0000528772,0.0001296083,0.00005876227,0.000005735165],"category_scores_gemma":[0.00001930669,0.00009504034,0.00004828359,0.00005741261,0.000008811283,0.00004345902,0.000005404552,0.0002580388,0.000005611145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002002535,"about_ca_system_score_gemma":0.000006006618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.268083e-7,"about_ca_topic_score_gemma":2.703855e-7,"domain_scores_codex":[0.9992514,0.00001265439,0.0003327738,0.00006242152,0.0001733291,0.0001673787],"domain_scores_gemma":[0.9994358,0.0002274511,0.0001294261,0.000105568,0.00003917173,0.00006260337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000797821,0.0001034332,1.065314e-7,0.0001450143,0.0001010056,0.00001027726,0.005645052,0.0651546,0.05469247,0.8480808,0.00005798944,0.02592946],"study_design_scores_gemma":[0.0007977064,0.001726297,0.00001655499,0.0003007761,0.0001532358,0.0001220058,0.001603384,0.2313575,0.005507244,0.7581434,0.00002412956,0.0002477409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6147081,0.00003625545,0.3846117,0.00003469666,0.0001159975,0.0001148986,0.000001133258,0.00002948264,0.0003477616],"genre_scores_gemma":[0.9931809,0.0000273618,0.006604722,0.00006204777,0.0001043491,0.000002443059,1.79115e-7,0.00001595107,0.000002053161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3784728,"threshold_uncertainty_score":0.3875633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006745330946578575,"score_gpt":0.1978802988290829,"score_spread":0.1911349678825043,"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."}}