{"id":"W4399247378","doi":"10.1007/978-3-031-59177-8_24","title":"Fire Experimental Testing of STS-Reinforced Glulam Beam-End Connections with Metal Connectors’ Wood Protection","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University; Carleton University","funders":"","keywords":"Structural engineering; Forensic engineering; Materials science; Beam (structure); Fire performance; Composite material; Engineering; Fire resistance","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":[0.000510988,0.0004323975,0.0002176357,0.000347396,0.0004407113,0.0002878521,0.0008571837,0.0006617205,0.004399467],"category_scores_gemma":[0.0009278658,0.0002550047,0.0003499383,0.0002776228,0.0004920843,0.0005169565,0.0003551507,0.0004288641,0.0008222927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002911288,"about_ca_system_score_gemma":0.0001925794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009863846,"about_ca_topic_score_gemma":0.002003439,"domain_scores_codex":[0.9994354,0.00009223345,0.00002772247,0.00009282751,0.0002484999,0.0001032093],"domain_scores_gemma":[0.9991567,0.0002446045,0.0001002644,0.0001868661,0.0002238938,0.00008759944],"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":[0.001577742,0.0005296667,0.004162791,0.0001074234,0.00002994979,0.0003647953,0.0003903796,0.006882269,0.9683636,0.0005773276,0.0004848173,0.01652936],"study_design_scores_gemma":[0.00004835685,0.002471115,0.01135939,0.00001562669,0.00002688129,0.0001725625,0.0001416456,0.008981588,0.9748679,0.00009993289,0.001800361,0.00001467161],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933182,0.00005614918,0.004055529,0.00001213499,0.00003562099,0.00002291096,0.0001243376,0.0001345331,0.002240645],"genre_scores_gemma":[0.9962609,0.00002195284,0.001339618,0.000007928627,0.000002487126,0.00001193059,0.00007788176,0.00002734306,0.002249948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004399467,"threshold_uncertainty_score":0.0147177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03029882141267984,"score_gpt":0.2008296750808131,"score_spread":0.1705308536681333,"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."}}