{"id":"W2160680505","doi":"10.1002/pc.20999","title":"Elastic properties of large‐open‐mesh 2D braided composites: Model predictions and initial experimental findings","year":2010,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; University of Ottawa","keywords":"Materials science; Composite material; Stiffness; Wire mesh","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":[0.00003080415,0.0001519668,0.0002141982,0.0000986751,0.0001448155,0.00009519944,0.0001627182,0.0000613606,0.00008684481],"category_scores_gemma":[0.000005071427,0.0001298714,0.00004860706,0.000122313,0.00006478101,0.0002844685,0.000104836,0.0001301858,0.00000299057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001018341,"about_ca_system_score_gemma":0.000009074449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003559954,"about_ca_topic_score_gemma":0.00002162211,"domain_scores_codex":[0.9993183,0.00001085145,0.0002376256,0.0001519884,0.0001154662,0.0001657588],"domain_scores_gemma":[0.9997084,0.0000243284,0.00003363269,0.0001295625,0.00003515592,0.00006894038],"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":[0.00001860439,0.00003812914,0.001332469,0.00002301779,0.00006903496,3.629968e-7,0.0006729139,0.02135902,0.975509,0.0008598272,0.00006890493,0.00004867431],"study_design_scores_gemma":[0.0002319651,0.00001923592,0.000441116,0.00001844002,0.00003416083,0.000005614363,0.00004251894,0.4894029,0.509694,0.00001507524,0.000004122732,0.0000907404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941636,0.0009939404,0.00384061,0.00003618722,0.0001491371,0.0001344219,0.00003659969,0.00009759676,0.0005478612],"genre_scores_gemma":[0.9977437,0.00001136976,0.002035308,0.00003459942,0.00004963003,0.00001743129,0.0000357769,0.00002195785,0.00005020848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4680439,"threshold_uncertainty_score":0.5296003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313521381639476,"score_gpt":0.23465047070253,"score_spread":0.2215152568861352,"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."}}