{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001603601,0.0002617358,0.0001696201,0.0004623609,0.0002889528,0.0006782073,0.000348516,0.0005689234,0.005720426],"category_scores_gemma":[0.001547199,0.0003381897,0.0001202,0.0002475294,0.0006062487,0.0008524838,0.0005525063,0.0002746102,0.0006751025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051942,"about_ca_system_score_gemma":0.0001984134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004226027,"about_ca_topic_score_gemma":0.0007178666,"domain_scores_codex":[0.9998165,0.00002579103,0.000007116553,0.00005331722,0.00006989142,0.00002746025],"domain_scores_gemma":[0.9994255,0.0002471771,0.00009639184,0.00007175287,0.00009250519,0.00006673965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006985898,0.0002185271,0.01013671,0.0002933184,0.00004260673,0.001146984,0.001134942,0.2145261,0.5163491,0.1976328,0.001365537,0.0564549],"study_design_scores_gemma":[0.00006052923,0.0002757328,0.02056433,0.00004140087,0.00002974307,0.001372099,0.0008858086,0.8131518,0.08788474,0.07269989,0.002958403,0.00007549764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8920546,0.0001181203,0.07655156,0.0001418043,0.00005007905,0.00001944102,0.0001030425,0.0001081462,0.03085333],"genre_scores_gemma":[0.9908944,0.0000323343,0.00253532,0.00001238396,0.000005650698,0.000007399345,0.00002495677,0.00002262026,0.006464835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005720426,"threshold_uncertainty_score":0.01913679,"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."}}