{"id":"W4411476532","doi":"10.1016/j.compstruct.2025.119417","title":"Wide flange FGM box girders of variable thickness: Constrained torsional analyses","year":2025,"lang":"en","type":"article","venue":"Composite Structures","topic":"Structural Load-Bearing Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Flange; Structural engineering; Girder; Materials science; Variable (mathematics); Engineering; Composite material; Mathematics; Mathematical analysis","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":[0.00006784326,0.00025285,0.000447159,0.0003222952,0.0001044399,0.00004741908,0.0003375,0.0001339973,0.0003745646],"category_scores_gemma":[0.0000704447,0.0002260939,0.0001607542,0.0006461611,0.0001567522,0.000085955,0.00007527029,0.0002285562,0.000004176406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006169481,"about_ca_system_score_gemma":0.00004380799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002999425,"about_ca_topic_score_gemma":0.00001911739,"domain_scores_codex":[0.9988374,0.00004224691,0.0003669333,0.000247889,0.0002374157,0.0002680773],"domain_scores_gemma":[0.9991652,0.0002275215,0.00006455497,0.0003707823,0.0001035271,0.00006837371],"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":[0.00002971219,0.000006313661,0.006838469,0.0002273021,0.0009297375,0.000005868442,0.0001362295,0.06366733,0.9179279,0.006460955,0.002953663,0.000816525],"study_design_scores_gemma":[0.001206249,0.00004183904,0.1590066,0.000281,0.0009369574,0.00002978437,0.0002438389,0.02403924,0.7820653,0.0282757,0.00303117,0.000842323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666262,0.002073373,0.00928134,0.0001186662,0.0009351736,0.000173899,0.00009052627,0.0004564823,0.02024432],"genre_scores_gemma":[0.9861303,0.00001575271,0.01340882,0.0001178984,0.00005609064,0.000004067383,0.000057539,0.00002017138,0.0001893358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1521681,"threshold_uncertainty_score":0.9219842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116973603000792,"score_gpt":0.2672033832487169,"score_spread":0.256033647218709,"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."}}