{"id":"W4402826475","doi":"10.1007/978-3-031-61531-3_16","title":"Fire Performance of Heritage Hardwood: Conservation and Adaption of Existing Timber Structures","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Wood Treatment and Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; York University","funders":"","keywords":"Hardwood; Architectural engineering; Geography; Engineering; Archaeology; Forensic engineering; Ecology; Biology","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":[0.0003432763,0.0003209371,0.0001852416,0.0003442174,0.0002946297,0.0009148089,0.0008713661,0.0003101317,0.008401012],"category_scores_gemma":[0.0004769778,0.0001243199,0.000203376,0.0003825772,0.0002546461,0.0005812803,0.0003437719,0.0003603076,0.001168901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004133733,"about_ca_system_score_gemma":0.0002151668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003453077,"about_ca_topic_score_gemma":0.009030993,"domain_scores_codex":[0.9998491,0.00001647198,0.000002690817,0.00001854519,0.00008814341,0.00002490779],"domain_scores_gemma":[0.9998546,0.00005408139,0.00001543861,0.00002040791,0.00002876183,0.0000267637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001118171,0.0008190262,0.04030675,0.0004104318,0.00009852645,0.0008490275,0.001215376,0.04816767,0.09663379,0.009271667,0.005706832,0.7954027],"study_design_scores_gemma":[0.00003844015,0.001677762,0.7789044,0.0002622818,0.000128007,0.002327712,0.002501818,0.05694364,0.1068138,0.01310195,0.0372252,0.0000749758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8697234,0.003814607,0.006603699,0.0001639898,0.00008498143,0.00001866922,0.0003472452,0.00007019722,0.1191732],"genre_scores_gemma":[0.9583881,0.001019707,0.001165715,0.00001667774,0.00002546122,0.000003989693,0.0001504721,0.00006184095,0.03916799],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008401012,"threshold_uncertainty_score":0.02810419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01957100875837846,"score_gpt":0.1993605559627671,"score_spread":0.1797895472043887,"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."}}