{"id":"W4297499583","doi":"10.1016/j.jobe.2022.105328","title":"Effects of impact loads on heated-and-cooled reinforced concrete slabs","year":2022,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Slab; Structural engineering; Acceleration; Stiffness; Materials science; Parametric statistics; Finite element method; Residual; Reinforced concrete; Engineering; Mathematics; Physics","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":[0.0003459755,0.0006537492,0.0007083019,0.0006988781,0.00122546,0.0006595015,0.000812904,0.0006129736,0.01246262],"category_scores_gemma":[0.001482605,0.0005198781,0.0006445579,0.0004306897,0.00132009,0.0004537416,0.0008480816,0.0007528181,0.000736338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085938,"about_ca_system_score_gemma":0.0006543003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131196,"about_ca_topic_score_gemma":0.01049462,"domain_scores_codex":[0.9995793,0.00005384328,0.0000129796,0.00003993699,0.0001052699,0.0002087382],"domain_scores_gemma":[0.9987596,0.0006757686,0.00008368473,0.0000669047,0.0002455988,0.0001684006],"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":[0.0178417,0.0006339934,0.01094662,0.000188303,0.00008606142,0.001284436,0.0006582751,0.1159215,0.8370702,0.001114144,0.0005196701,0.01373518],"study_design_scores_gemma":[0.0001890696,0.001973959,0.07290978,0.0000383015,0.0001385542,0.0002181963,0.0008638449,0.08534848,0.8368675,0.0004390403,0.0009344263,0.00007886105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969795,0.00005039183,0.0004750941,0.00001471675,0.00001061671,0.00001060473,0.00008803524,0.00005860614,0.002312545],"genre_scores_gemma":[0.9983231,0.00004103115,0.0001600513,0.000008006751,0.000003550928,0.000003474862,0.00007558431,0.00002568492,0.001359409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131196,"threshold_uncertainty_score":0.0416916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002299720206648043,"score_gpt":0.1926527875023141,"score_spread":0.1903530672956661,"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."}}