{"id":"W4211055795","doi":"10.1139/tcsme-2021-0084","title":"Bending response analysis of a laminated, tapered, curved, composite panel made from an agglomerated and wavy MWCNT–glass fiber–polymer hybrid","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Composite material; Waviness; Composite number; Volume fraction; Bending; Curvature; Finite element method; Deflection (physics); Carbon nanotube; Glass fiber; Structural engineering; Geometry; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002190473,0.0001731513,0.0003691909,0.0002387243,0.000306336,0.00002697525,0.0002342989,0.0000725852,0.0002144611],"category_scores_gemma":[0.000007857327,0.0001795196,0.0005669105,0.001055187,0.00002527357,0.0000939884,0.00001406346,0.0002509748,9.980099e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000314808,"about_ca_system_score_gemma":0.00004698583,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00681549,"about_ca_topic_score_gemma":0.005381763,"domain_scores_codex":[0.9989936,0.00004290744,0.0003318577,0.0002080255,0.000180176,0.0002433874],"domain_scores_gemma":[0.9992912,0.0001424553,0.00005928067,0.0002953775,0.00004807548,0.0001635722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003265965,0.00001056851,0.00000782127,0.00002346093,0.001614456,5.274756e-7,0.0003934328,0.8816144,0.1152202,0.00006989427,0.00001283195,0.0009997652],"study_design_scores_gemma":[0.0003041483,0.00003775829,0.0004177685,0.00001223891,0.001535425,0.000003588761,0.0001358,0.9620824,0.03494852,0.00001911469,0.000322347,0.0001808602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8732593,0.000462002,0.1234041,0.0001606721,0.0001854868,0.0002414856,0.002200761,0.00007865867,0.000007487665],"genre_scores_gemma":[0.9963805,0.00002034373,0.003257591,0.00003154256,0.00001306829,0.00003077219,0.0001784296,0.000038043,0.0000496927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1231212,"threshold_uncertainty_score":0.9997982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007849837279265578,"score_gpt":0.1950903577043282,"score_spread":0.1872405204250626,"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."}}