{"id":"W4391014884","doi":"10.1139/cjce-2023-0298","title":"Behaviour of glued-laminated timber beams under impact loading","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Royal Military College of Canada","funders":"","keywords":"Structural engineering; Engineering; Beam (structure); Forensic engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001895152,0.0002167868,0.000394322,0.0007955967,0.00002387243,0.0001323972,0.0002370599,0.00009115477,0.0008105108],"category_scores_gemma":[0.0000285586,0.0001950165,0.0002497693,0.0004156107,0.00002230749,0.0002757163,0.000008797476,0.0002528206,0.0000100096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003627159,"about_ca_system_score_gemma":0.0001615872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005455635,"about_ca_topic_score_gemma":0.002886707,"domain_scores_codex":[0.9988543,0.00001077908,0.0005170368,0.00009195336,0.0001741273,0.0003518187],"domain_scores_gemma":[0.9992436,0.00005253242,0.00005688205,0.0001385284,0.00009843977,0.0004100393],"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":[0.000001977408,0.00000125868,0.00045855,0.0001299263,0.0003629245,0.0001855229,0.000170254,0.9199238,0.07740717,0.0001573989,0.0009588239,0.0002424256],"study_design_scores_gemma":[0.001241822,0.0003956848,0.09817009,0.004787305,0.00151134,0.003857827,0.0002417274,0.656427,0.2232971,0.001059712,0.006609893,0.002400527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873455,0.003914894,0.006579156,0.00003851911,0.001404714,0.00004774018,0.00003010672,0.00007390798,0.0005654256],"genre_scores_gemma":[0.999357,0.00002036533,0.0002969214,0.000004563134,0.0002188498,7.961468e-7,0.000004833336,0.00006212699,0.00003450908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2634968,"threshold_uncertainty_score":0.8874525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005707147545164935,"score_gpt":0.2062844733314294,"score_spread":0.2005773257862645,"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."}}