{"id":"W4206444745","doi":"10.1108/jsfe-06-2021-0036","title":"Fire performance of hybrid mass timber beam-end connections with perpendicular-to-wood grain reinforcement","year":2022,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Carleton University","funders":"","keywords":"Structural engineering; Perpendicular; Charring; Fire resistance; Beam (structure); Bending; Composite material; Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002795464,0.0002671544,0.0004498146,0.0001885772,0.0001198206,0.00003792092,0.000286051,0.00002889643,0.0005143505],"category_scores_gemma":[0.0000379027,0.0002362284,0.0001185234,0.0002824587,0.00001936285,0.0002715559,0.00006623215,0.0004054015,0.000002951706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000272512,"about_ca_system_score_gemma":0.00003505796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001005263,"about_ca_topic_score_gemma":2.950662e-7,"domain_scores_codex":[0.9984133,0.00002196422,0.0005891155,0.0001280987,0.0005201138,0.00032747],"domain_scores_gemma":[0.9993242,0.00006609114,0.0001756885,0.0002028843,0.0000853978,0.0001457142],"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":[0.0000633163,0.000001815428,0.0001366546,0.0001839191,0.0001640406,0.00006871186,0.0001821994,0.9250364,0.07318226,0.00002142888,0.0002763914,0.0006829091],"study_design_scores_gemma":[0.001267406,0.001531872,0.003433221,0.0002792468,0.0001250066,0.002439718,0.0001504648,0.8276832,0.1592894,0.000007417837,0.003154245,0.0006388599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964097,0.0002406351,0.001325395,0.00005576092,0.001564017,0.0002204813,0.0000378984,0.00008329791,0.00006281134],"genre_scores_gemma":[0.9968196,0.000014187,0.002810322,0.00001938107,0.0001947167,0.00001783796,0.0000111257,0.00006453462,0.00004829404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09735322,"threshold_uncertainty_score":0.9633116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003410881284866079,"score_gpt":0.1761576325879917,"score_spread":0.1727467513031256,"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."}}