{"id":"W4389206929","doi":"10.22215/etd/2023-15795","title":"Performance of Timber-to-Steel Bolted Connections Exposed to Fire","year":2023,"lang":"en","type":"dissertation","venue":"","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fire resistance; Structural engineering; Engineering; Fastener; Fire test; Tension (geology); Fire performance; Forensic engineering; Composite material; Materials science; Compression (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001274271,0.000287589,0.0004602272,0.000265152,0.0000428236,0.00003292433,0.000206426,0.000235793,0.0005757937],"category_scores_gemma":[0.0001192425,0.0003054408,0.0000770322,0.0004950003,0.000005137138,0.00005752578,0.00002111933,0.0001204679,0.001744564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006763898,"about_ca_system_score_gemma":0.00003119548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007454436,"about_ca_topic_score_gemma":0.0001987718,"domain_scores_codex":[0.9988565,0.00001980387,0.000410932,0.0002438226,0.0002027851,0.0002661913],"domain_scores_gemma":[0.9992536,0.0001225594,0.00004848765,0.000352278,0.0001072216,0.0001157993],"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":[0.0001458345,0.00001164258,0.00004414571,0.002889628,0.0002146732,0.000006607309,0.001677587,0.03458501,0.9060025,0.00005706466,0.04844286,0.005922452],"study_design_scores_gemma":[0.0004357683,0.0004642338,0.01044747,0.001097283,0.00009703759,0.000002300739,0.0005512944,0.05738321,0.9221382,0.000003109406,0.006386215,0.000993866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979992,0.00001816338,0.00001633806,0.00002245024,0.003464498,0.0007115484,0.00006516839,0.0009811886,0.01472864],"genre_scores_gemma":[0.9735366,0.00002096389,0.0005354243,0.00003120393,0.000138941,0.0002490334,0.0005240396,0.0001641405,0.02479964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04205664,"threshold_uncertainty_score":0.9999398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036072620460298,"score_gpt":0.2313785969796313,"score_spread":0.2210178707750284,"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."}}