{"id":"W4416339988","doi":"10.1080/15376494.2025.2585149","title":"Dynamic behavior of advanced bio-inspired helicoidal laminated plates: An analytical perspective","year":2025,"lang":"en","type":"article","venue":"Mechanics of Advanced Materials and Structures","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Perspective (graphical); Deformation (meteorology); Displacement (psychology); Finite element method","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":[],"consensus_categories":[],"category_scores_codex":[0.00006884828,0.0002165541,0.0005073269,0.000218444,0.00005564771,0.00002908561,0.0001389382,0.0001207724,0.00005833533],"category_scores_gemma":[0.00002539218,0.0001966388,0.00005888384,0.000249261,0.00003667657,0.0001507761,0.00004993117,0.00006754872,9.746883e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005204745,"about_ca_system_score_gemma":0.00001478421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001926145,"about_ca_topic_score_gemma":0.00004364092,"domain_scores_codex":[0.998993,0.00002724766,0.0004167078,0.0002537518,0.0001215849,0.0001876715],"domain_scores_gemma":[0.9994041,0.00002131314,0.0001077086,0.0002428704,0.0001776938,0.00004632885],"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":[0.00010355,0.00001785185,0.000008010902,0.0001122641,0.00008210818,0.00000172843,0.0002047488,0.06029221,0.8985913,0.03608486,0.000001072289,0.00450034],"study_design_scores_gemma":[0.0009319094,0.0002261573,0.002560715,0.00007602202,0.0002804309,0.000004112894,0.0007678453,0.07465032,0.8988577,0.02130227,0.00003768912,0.000304794],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921618,0.0005871637,0.006412347,0.00001226721,0.0003029913,0.0002236443,0.0001529407,0.00007268785,0.00007422968],"genre_scores_gemma":[0.9926701,0.0002911151,0.006908951,0.000008368634,0.000009703467,0.000009123371,0.0000698117,0.00002101336,0.00001183543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478259,"threshold_uncertainty_score":0.8018699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003667441764871219,"score_gpt":0.2466193532538471,"score_spread":0.2429519114889759,"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."}}