{"id":"W4412736235","doi":"10.1108/jsfe-01-2025-0002","title":"Thermal-mechanical numerical investigation of glass fibre-reinforced polymer-reinforced concrete beams with mid-span straight-end bar lap splices subjected to standard fire","year":2025,"lang":"en","type":"article","venue":"Journal of Structural Fire Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Materials science; Composite material; Reinforced concrete; Span (engineering); Bar (unit); Fibre-reinforced plastic; Glass fiber; Structural engineering; Thermal; Engineering; Geology","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":[0.000295895,0.0002690409,0.0003058891,0.0003951589,0.000326959,0.0002567708,0.000532845,0.0005332278,0.001292301],"category_scores_gemma":[0.000373788,0.0002358327,0.0003573847,0.0002172654,0.0004377945,0.0001916753,0.0002268097,0.0002281288,0.0001406169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908167,"about_ca_system_score_gemma":0.0002798073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429602,"about_ca_topic_score_gemma":0.004566575,"domain_scores_codex":[0.9998661,0.00001251461,0.00001082499,0.00002436027,0.00005767166,0.00002845544],"domain_scores_gemma":[0.9997118,0.00008810384,0.00008952388,0.00002712903,0.0000608231,0.0000226492],"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":[0.0004761537,0.000381063,0.02800209,0.0002482378,0.00004928747,0.0008505378,0.000353578,0.4961165,0.4564619,0.0005353249,0.0001823945,0.016343],"study_design_scores_gemma":[0.0000240868,0.00123978,0.05034059,0.00003067084,0.00006113789,0.0002593061,0.000427916,0.8504459,0.09635539,0.0001577208,0.0006206985,0.00003687535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978398,0.00003447689,0.0015403,0.000008293927,0.000004635854,0.000008645169,0.00004661498,0.00001720783,0.0004998955],"genre_scores_gemma":[0.9975626,0.0000402108,0.00195658,0.000003498567,0.000001090801,0.00001063863,0.00003551702,0.000002954888,0.0003868958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002429602,"threshold_uncertainty_score":0.004830897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004074315999359566,"score_gpt":0.1992691835253138,"score_spread":0.1951948675259542,"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."}}