{"id":"W4414934996","doi":"10.1080/15397734.2025.2563683","title":"Refined three-variable theory for the bending response of multidirectional functionally graded nanobeams","year":2025,"lang":"en","type":"article","venue":"Mechanics Based Design of Structures and Machines","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"Jazan University","keywords":"Bending; Functionally graded material; Timoshenko beam theory; Vibration; Work (physics); Finite element method; Buckling","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":[0.0005160769,0.0001428637,0.0002175354,0.0001699613,0.0001478676,0.0000188498,0.0001099466,0.0000728244,0.00004642296],"category_scores_gemma":[0.0001261761,0.00009843992,0.00008429286,0.0002655206,0.00002183728,0.0000385016,0.00001942399,0.00007042947,2.364409e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000198205,"about_ca_system_score_gemma":0.00004363123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001573918,"about_ca_topic_score_gemma":0.00001343938,"domain_scores_codex":[0.9993117,0.00006606671,0.0002598619,0.0001405205,0.0001179917,0.0001038421],"domain_scores_gemma":[0.9985917,0.001028993,0.00007800293,0.0001630429,0.0001196742,0.00001856799],"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":[0.001063232,0.00000641979,0.00002969642,0.00009409639,0.0001980349,9.120834e-8,0.00002189936,0.7083752,0.1596514,0.124698,0.0001316527,0.005730338],"study_design_scores_gemma":[0.000500795,0.00005472323,0.0009750592,0.00002731863,0.0001720849,0.000001127728,0.00001081917,0.8433267,0.02565365,0.129004,0.0001881951,0.00008552204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006748131,0.001350364,0.9911306,0.00006216484,0.000342024,0.0002601175,0.00004657311,0.00003628525,0.00002374041],"genre_scores_gemma":[0.9404152,0.00003857034,0.05934453,0.00005839087,0.00003253767,0.0000229445,0.00002516988,0.00001580861,0.00004683837],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9336671,"threshold_uncertainty_score":0.4014263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007447896604777396,"score_gpt":0.2126753991378592,"score_spread":0.2052275025330818,"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."}}