{"id":"W4402166363","doi":"10.1016/j.conbuildmat.2024.138121","title":"Predicting the structural behaviour and failure mechanism of hybrid steel-grout connectors for cross-laminated timber panels using high-fidelity finite-elements modelling","year":2024,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Grout; Failure mechanism; Structural engineering; Cross laminated timber; Mechanism (biology); Finite element method; Materials science; High fidelity; Engineering; Forensic 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":[0.0006902915,0.0009998883,0.0003538754,0.0008735516,0.0002835063,0.0005215145,0.0007559101,0.001259775,0.001092814],"category_scores_gemma":[0.001145329,0.0004862723,0.0004918796,0.000352185,0.0004586946,0.0005283442,0.0003347888,0.0003057847,0.0004910055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002930818,"about_ca_system_score_gemma":0.0003742524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491058,"about_ca_topic_score_gemma":0.00386861,"domain_scores_codex":[0.9997175,0.00006054832,0.00002101806,0.00004842087,0.000125928,0.00002649045],"domain_scores_gemma":[0.9995114,0.0002047518,0.00008721401,0.00008608095,0.00009106382,0.00001961498],"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":[0.00006656178,0.00009354634,0.01025272,0.0001314291,0.00002836943,0.0002928141,0.0001716703,0.8601449,0.1085582,0.0004075963,0.000150602,0.0197016],"study_design_scores_gemma":[0.000003637039,0.00008089453,0.005174683,0.0000090312,0.000009726966,0.00006973591,0.00005415134,0.9787886,0.01537614,0.0001264501,0.0002938739,0.00001304729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7364536,0.0002150044,0.2610192,0.00003006753,0.00001792183,0.00006014244,0.0001792786,0.0007596749,0.001265106],"genre_scores_gemma":[0.9648001,0.00008313003,0.03436453,0.000005391367,0.000001832715,0.00004867511,0.0001423252,0.00003697854,0.0005171509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001491058,"threshold_uncertainty_score":0.003655851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326618394958958,"score_gpt":0.2518740387751425,"score_spread":0.2286078548255529,"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."}}