{"id":"W4391430186","doi":"10.1016/j.sctalk.2024.100302","title":"Structural health monitoring of reinforced concrete beams under repeated loading","year":2024,"lang":"en","type":"article","venue":"Science Talks","topic":"Structural Health Monitoring Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Toronto Public Health","funders":"","keywords":"Structural health monitoring; Structural engineering; Reinforced concrete; Materials science; Composite material; Forensic engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004866538,0.0001594771,0.0002055438,0.0002870939,0.0001753123,0.00009614643,0.0003652995,0.00006139955,0.00001388058],"category_scores_gemma":[0.00004300602,0.0001448874,0.00004559994,0.001053703,0.0002700958,0.0004965462,0.00006756996,0.0002685362,0.000006099026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005054085,"about_ca_system_score_gemma":0.0001856736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001792289,"about_ca_topic_score_gemma":3.448948e-7,"domain_scores_codex":[0.9983584,0.00001234822,0.0003840361,0.0002829298,0.0004280823,0.0005342446],"domain_scores_gemma":[0.9993441,0.00005328392,0.00004818634,0.0003086599,0.00006683701,0.0001789583],"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":[0.00002509931,5.626959e-7,0.003161013,0.002848343,0.00006984975,0.00003632747,0.007283886,0.04452822,0.7830778,0.02079209,0.0006699121,0.1375069],"study_design_scores_gemma":[0.0001605149,0.0001782446,0.02045821,0.001316189,0.000008797949,0.00007196559,0.0006849584,0.1727403,0.802447,0.001240466,0.0002070412,0.0004863708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992988,0.0008889761,0.0004305502,0.00007316423,0.003338019,0.0001943709,0.000005666421,0.001483979,0.0005972348],"genre_scores_gemma":[0.9932902,0.0000620622,0.006329833,0.00001148969,0.0002037455,0.000007578053,0.00000165312,0.00002664478,0.00006677995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1370206,"threshold_uncertainty_score":0.5908338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02800207524052406,"score_gpt":0.3267413507310149,"score_spread":0.2987392754904908,"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."}}