{"id":"W2039970724","doi":"10.1016/j.compstruct.2011.03.002","title":"On bending stiffness of composite tubes","year":2011,"lang":"en","type":"article","venue":"Composite Structures","topic":"Composite Structure Analysis and Optimization","field":"Engineering","cited_by":90,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Stiffness; Composite number; Bending stiffness; Materials science; Bending; Structural engineering; Composite material; Work (physics); Flexural strength; Flexural rigidity; Engineering; Mechanical 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":[0.0005255883,0.0006638858,0.0004310448,0.0008189412,0.0003434234,0.0004202506,0.0005028479,0.0007522492,0.002982266],"category_scores_gemma":[0.002227686,0.0003864705,0.0003293347,0.000495057,0.0009987825,0.0008395087,0.0007270004,0.0006707413,0.0004133285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003222626,"about_ca_system_score_gemma":0.0002519457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001201405,"about_ca_topic_score_gemma":0.002061244,"domain_scores_codex":[0.9998357,0.00006030748,0.000003672912,0.00002379665,0.00005944933,0.00001695853],"domain_scores_gemma":[0.9993001,0.0005282527,0.00004526814,0.00003190891,0.00006922001,0.00002518653],"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":[0.0001311582,0.00005000168,0.000679339,0.0001789774,0.00002141735,0.000165885,0.0001521545,0.8863896,0.0256835,0.06214164,0.0009423353,0.02346412],"study_design_scores_gemma":[0.000006481793,0.00002723992,0.0006972364,0.00002314939,0.000008916692,0.00003424496,0.00004174694,0.9733376,0.003329696,0.02170314,0.000774038,0.00001650679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3194156,0.0020823,0.6261438,0.00058167,0.0001718244,0.00005474223,0.0001295905,0.0001337398,0.05128671],"genre_scores_gemma":[0.9442924,0.001610672,0.03361398,0.0001532615,0.0001114175,0.00008144905,0.00009088906,0.0001293832,0.01991656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002982266,"threshold_uncertainty_score":0.009976625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121236709370982,"score_gpt":0.2080274744214545,"score_spread":0.1968151073277447,"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."}}