{"id":"W2048676127","doi":"10.1177/0021998312457701","title":"Shear response of woven fabric composites under meso-level uncertainties","year":2012,"lang":"en","type":"article","venue":"Journal of Composite Materials","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Composite material; Factorial experiment; Woven fabric; Repeatability; Yarn; Finite element method; Shear (geology); Material properties; Sensitivity (control systems); Structural engineering; Mathematics; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001341175,0.0002876376,0.0008500481,0.0003256532,0.00005302112,0.00008642044,0.0004620117,0.0001428155,0.0003390839],"category_scores_gemma":[0.00004919402,0.0002487956,0.0001982733,0.0001947889,0.00007226649,0.0004364193,0.00009384272,0.0001968141,0.00004217541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189387,"about_ca_system_score_gemma":0.00003016546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007101315,"about_ca_topic_score_gemma":1.793039e-7,"domain_scores_codex":[0.9973955,0.0003398207,0.001219434,0.0000977738,0.0005238843,0.0004235703],"domain_scores_gemma":[0.9983515,0.0004758589,0.0004270606,0.0002805411,0.0002220352,0.0002429647],"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":[0.0008068624,0.0001142264,0.0007323019,0.00008130655,0.0001453349,0.000008381287,0.0002359253,0.003197846,0.993418,0.0005127899,0.0006299267,0.0001171082],"study_design_scores_gemma":[0.0005858318,0.0002338109,0.03203331,0.0002060773,0.000148778,0.0001472425,0.00005234745,0.00005793936,0.9653229,0.0002598323,0.0006983073,0.0002536814],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921017,0.001872471,0.004089786,0.0001164043,0.001454011,0.0001411681,0.00004630073,0.00006478677,0.0001133751],"genre_scores_gemma":[0.991056,0.00008357214,0.008397451,0.00005149783,0.000297287,0.000002996522,0.000005255008,0.00005904833,0.0000468804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.031301,"threshold_uncertainty_score":0.9999964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365753177125182,"score_gpt":0.264786304625832,"score_spread":0.2311287728545802,"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."}}