{"id":"W4296015339","doi":"10.1007/978-3-031-09409-5_10","title":"Effects of Load Level on the Structural Fire Behaviour of GFRP-Reinforced Concrete Beams with Straight-End bar Lap Splices","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Fibre-reinforced plastic; Structural engineering; Beam (structure); Materials science; Bar (unit); Reinforcement; Composite material; Steel bar; Reinforced concrete; Fire resistance; Ultimate load; Engineering; Finite element method; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001274055,0.001032142,0.001109005,0.0002843181,0.0000674297,0.00003450606,0.0007775631,0.0005306535,0.001195826],"category_scores_gemma":[0.0001098394,0.0008001837,0.0003083991,0.0001835759,0.0001451217,0.0001477038,0.0001378193,0.001845017,0.000003222832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004118419,"about_ca_system_score_gemma":0.00009369267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001601503,"about_ca_topic_score_gemma":0.00003688451,"domain_scores_codex":[0.9971936,0.00001571316,0.0007528663,0.00046836,0.0009837189,0.0005856832],"domain_scores_gemma":[0.9976985,0.001047096,0.0002970516,0.0007486489,0.0000958038,0.0001129031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008433623,2.152148e-7,0.00003089105,0.001265144,0.0003391302,0.0001030137,0.0006243874,0.9613478,0.02667215,0.00716977,0.00001293647,0.002350189],"study_design_scores_gemma":[0.005060839,0.001998037,0.003110784,0.006843802,0.001522876,0.0002949327,0.00003483421,0.1813242,0.7908766,0.0004015745,0.002773361,0.005758129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500818,0.006114199,0.009150542,0.00009784139,0.00284129,0.004648624,0.001104357,0.001185925,0.02477543],"genre_scores_gemma":[0.9976834,0.00008885272,0.001036813,0.00002456271,0.0001300212,0.00006606833,0.00007569623,0.0002784446,0.0006161635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7800236,"threshold_uncertainty_score":0.9997172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008870319318163514,"score_gpt":0.1943073361838747,"score_spread":0.1854370168657112,"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."}}