{"id":"W2398891495","doi":"10.21012/fc9.009","title":"Parametric Damage of Concrete under High-Cycle Fatigue Loading in Compression","year":2016,"lang":"en","type":"article","venue":"","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Parametric statistics; Compression (physics); Structural engineering; Materials science; Low-cycle fatigue; Composite material; Engineering; Mathematics","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":[0.0001903347,0.0002213719,0.0001947286,0.0004012412,0.0002921046,0.0001757784,0.0003635896,0.0005076925,0.002317491],"category_scores_gemma":[0.0006809676,0.0001950927,0.0002028567,0.0002859426,0.0004609213,0.000317828,0.0003107266,0.0003058786,0.0002153176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044252,"about_ca_system_score_gemma":0.0001606287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001951335,"about_ca_topic_score_gemma":0.002446603,"domain_scores_codex":[0.9998353,0.00001811195,0.000007141578,0.00002192416,0.00007039712,0.00004713725],"domain_scores_gemma":[0.9996593,0.00011856,0.00005470684,0.00005432855,0.00005808089,0.00005509092],"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":[0.001167275,0.0003323414,0.01911082,0.0001572075,0.00005062425,0.001329275,0.0007380527,0.06476966,0.8881674,0.0006225707,0.0004500452,0.02310474],"study_design_scores_gemma":[0.00005068275,0.002000876,0.3475077,0.00004605731,0.00006030331,0.001693761,0.0005565331,0.3105751,0.3356518,0.0006519158,0.001107554,0.00009773773],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991956,0.00004568202,0.0003432961,0.000007471209,0.000002013721,0.000003342476,0.00003217459,0.00001325156,0.0003571327],"genre_scores_gemma":[0.9997186,0.00001696204,0.0000591802,0.000001369621,8.115879e-7,0.000001841225,0.00002321492,0.000002070987,0.0001759587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002317491,"threshold_uncertainty_score":0.007752776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887336330341884,"score_gpt":0.2451730040025403,"score_spread":0.2262996406991215,"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."}}