{"id":"W4280543672","doi":"10.1016/j.compstruct.2022.115748","title":"Procedure to determine deformed shape of laminates made by unsymmetric layup sequences- basis for 4D printing of composites","year":2022,"lang":"en","type":"article","venue":"Composite Structures","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Curvature; Composite laminates; Materials science; Composite material; Basis (linear algebra); Curing (chemistry); Composite number; Structural engineering; Geometry; Mathematics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002619225,0.0004731525,0.0003597444,0.0007472158,0.0005079604,0.0003741939,0.0005664639,0.000488116,0.005000092],"category_scores_gemma":[0.0006445419,0.0003040681,0.0004726406,0.0003880343,0.0002995092,0.0002792445,0.0004670936,0.0006872411,0.001112934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657573,"about_ca_system_score_gemma":0.0008974339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270527,"about_ca_topic_score_gemma":0.002361492,"domain_scores_codex":[0.9998202,0.00002905156,0.000008126033,0.00002477198,0.0001019966,0.00001592775],"domain_scores_gemma":[0.9997261,0.00007857999,0.0000205354,0.00005580127,0.0001084474,0.00001056408],"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":[0.0002496704,0.0001889003,0.002208231,0.0003975091,0.00005079855,0.0002432484,0.0003513822,0.1983045,0.3841431,0.03192323,0.001654954,0.3802844],"study_design_scores_gemma":[0.00002212918,0.0001212522,0.002574707,0.00002743124,0.00002165353,0.0002487565,0.0001046967,0.8256019,0.1613942,0.005329868,0.004517236,0.00003620841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04865801,0.00004220435,0.9467949,0.00002282319,0.0000131909,0.00007449102,0.0001374982,0.0005876708,0.00366923],"genre_scores_gemma":[0.2914588,0.0000851276,0.7044041,0.00001958007,0.000005912346,0.0002244279,0.0004474459,0.0002080167,0.003146551],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005000092,"threshold_uncertainty_score":0.01672697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008557583219725943,"score_gpt":0.2185632938055683,"score_spread":0.2100057105858424,"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."}}