{"id":"W2292831302","doi":"10.4028/www.scientific.net/amm.828.27","title":"Optimisation of Variable Stiffness Plates","year":2016,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Innovation, Science and Economic Development Canada","keywords":"Lamination; Orthotropic material; Composite laminates; Stiffness; Composite number; Structural engineering; Robustness (evolution); Materials science; Composite material; Engineering; Finite element method","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007177202,0.00006617382,0.0001377389,0.00003407685,0.00001722351,0.00001532234,0.00003393273,0.00004287217,0.0001578004],"category_scores_gemma":[0.00000247618,0.00004610075,0.00000833178,0.00004650046,0.000003222153,0.00003514218,0.00001621433,0.000008136089,0.00000182128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007905433,"about_ca_system_score_gemma":0.000002752163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004816993,"about_ca_topic_score_gemma":6.311522e-7,"domain_scores_codex":[0.9996634,0.000003545819,0.0001447959,0.0000761242,0.00004249373,0.00006961162],"domain_scores_gemma":[0.9998307,0.00001600479,0.00003277249,0.00008274359,0.00001856819,0.00001922946],"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":[0.000006614538,0.000001645687,1.604215e-7,0.00002334698,0.00001669951,4.662101e-8,0.00001915838,0.0008309045,0.7848802,0.2106515,0.000019009,0.003550762],"study_design_scores_gemma":[0.0003104631,0.000008923295,0.00002838347,0.00002235342,0.00004286067,0.000001255097,0.00001232861,0.001680561,0.9498181,0.04764208,0.0003176863,0.0001150238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2369572,0.00004094914,0.7617893,0.0000125726,0.0002171801,0.0001182012,0.00003431032,0.00006956157,0.0007607613],"genre_scores_gemma":[0.9847286,0.0001549099,0.01503414,0.000006969969,0.00002973231,0.000007388013,0.00001266346,0.00001124387,0.00001437825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7477714,"threshold_uncertainty_score":0.1879934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003655541492288379,"score_gpt":0.1667453337843958,"score_spread":0.1630897922921074,"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."}}