{"id":"W4205107682","doi":"10.2139/ssrn.3984145","title":"Stiffness of Patterns of Elastic Inclusions","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Composite Material Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Stiffness; Finite element method; Inclusion (mineral); Materials science; Poisson distribution; Focus (optics); Structural engineering; Stress (linguistics); Mechanics; Geometry; Composite material; Mathematics; Geology; Physics; Engineering; Mineralogy; Optics; Statistics","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":[0.0002036262,0.00008430608,0.0001790773,0.00006715713,0.00003323978,0.000008886242,0.000144639,0.00004126434,0.00008093359],"category_scores_gemma":[0.00002853399,0.0000852697,0.00006358882,0.0001251234,0.000006339552,0.00004634176,0.0000748205,0.0004653204,0.000003301242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233523,"about_ca_system_score_gemma":0.000383815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001009799,"about_ca_topic_score_gemma":0.0001681292,"domain_scores_codex":[0.9988655,0.00002867243,0.0002665748,0.00006273737,0.0001490392,0.0006274043],"domain_scores_gemma":[0.9996504,0.00003409994,0.00005958598,0.000131869,0.00008705232,0.0000370459],"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":[0.00001975634,0.00006274771,0.0002806828,0.0001117661,0.0001873139,0.00001219083,0.0001974243,0.005707482,0.9184694,0.06297933,0.000006197753,0.01196571],"study_design_scores_gemma":[0.003703843,0.0006587235,0.01018083,0.0009598607,0.0004367174,0.003454215,0.003806542,0.02232081,0.6971383,0.2548162,0.001457089,0.001066895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550254,0.0008736946,0.0434864,0.00002785265,0.0003899765,0.00002935847,0.00000938903,0.0000238348,0.0001341433],"genre_scores_gemma":[0.998852,0.0009397925,0.0000741936,0.000003028925,0.00005279871,8.430299e-7,0.000002947892,0.00002185392,0.00005260048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2213311,"threshold_uncertainty_score":0.3477198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00440854624303026,"score_gpt":0.2004605042562198,"score_spread":0.1960519580131895,"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."}}