{"id":"W2012844268","doi":"10.1016/j.apm.2011.11.062","title":"Modelling the bending behaviour of a new hybrid glulam beam reinforced with FRP and ultra-high-performance concrete","year":2011,"lang":"en","type":"article","venue":"Applied Mathematical Modelling","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Fibre-reinforced plastic; Structural engineering; Beam (structure); Bending; Materials science; Reinforced concrete; Flexural strength; Composite material; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609001,0.0004209059,0.0004484114,0.0003012645,0.0003157775,0.0005917709,0.001003069,0.001503751,0.00338921],"category_scores_gemma":[0.000273616,0.0003471667,0.0005581415,0.0003262609,0.0005751942,0.0005351627,0.000375242,0.0003633704,0.0004137458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004027754,"about_ca_system_score_gemma":0.0004985366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006248604,"about_ca_topic_score_gemma":0.005469957,"domain_scores_codex":[0.9998899,0.00002866593,0.000004588324,0.00001828394,0.00003601955,0.00002267627],"domain_scores_gemma":[0.9998358,0.00006916741,0.00002897335,0.00001863013,0.00003269235,0.00001464895],"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":[0.00003509913,0.00002381603,0.0005987944,0.00002980058,0.00001627055,0.0001054839,0.00003481191,0.9822772,0.013737,0.001117751,0.00005540775,0.001968522],"study_design_scores_gemma":[0.00000809752,0.00004225079,0.0006987749,0.000004907068,0.000009048396,0.00001968813,0.00001845992,0.9968946,0.001906841,0.0001690204,0.0002225553,0.000005774391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7996615,0.0002314881,0.1825866,0.0001232787,0.00004345834,0.00004671581,0.0002462379,0.0003025534,0.01675817],"genre_scores_gemma":[0.9885246,0.00009350185,0.006008709,0.00001607286,0.000003331945,0.00003455464,0.00006104962,0.00002067865,0.005237484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006248604,"threshold_uncertainty_score":0.01242447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110476935124855,"score_gpt":0.1797730769189773,"score_spread":0.1486683075677288,"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."}}