{"id":"W4406962987","doi":"10.3390/buildings15030440","title":"Biaxial Resistance of Pre-Engineered Beam Hangers in Glulam","year":2025,"lang":"en","type":"article","venue":"Buildings","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; FPInnovations; University of Northern British Columbia","keywords":"Structural engineering; Cable gland; Shear (geology); Beam (structure); Ductility (Earth science); Shear wall; Engineering; Structural system; Materials science; Mechanical engineering; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005234345,0.00009090401,0.0001383295,0.0001348974,0.00001303312,0.00001067035,0.00009184478,0.00004931618,0.00001220425],"category_scores_gemma":[0.00001881585,0.00008731724,0.00003390323,0.0002567394,0.00002256738,0.00008107001,0.00001431158,0.0000596519,0.000002991343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004664529,"about_ca_system_score_gemma":0.000009322782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004864126,"about_ca_topic_score_gemma":0.00007187401,"domain_scores_codex":[0.9995579,0.000004112236,0.0001495818,0.00008932062,0.0000631029,0.0001359891],"domain_scores_gemma":[0.9998226,0.00002028655,0.0000116922,0.0001171934,0.00001299705,0.00001527364],"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":[0.0009021899,0.0003785521,0.05346929,0.004122978,0.0009383863,0.00005967304,0.008871096,0.07785653,0.7167509,0.02122917,0.0905073,0.02491399],"study_design_scores_gemma":[0.00184716,0.0000623693,0.0400153,0.0008831421,0.00006016468,7.743613e-7,0.0001085407,0.002130245,0.8752369,0.001460302,0.07776008,0.0004350803],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897817,0.002708467,0.0003219768,0.0001267211,0.0002454353,0.000127542,0.000004428031,0.0001324082,0.006551271],"genre_scores_gemma":[0.9966182,0.00007009928,0.0009240631,0.000009899984,0.00001983353,0.0000203635,0.000003181921,0.00001196019,0.002322381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.158486,"threshold_uncertainty_score":0.3560694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006184133988268022,"score_gpt":0.1992958641477674,"score_spread":0.1931117301594994,"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."}}