{"id":"W3138361780","doi":"10.3390/ma14061363","title":"Performance of Repaired Concrete under Cyclic Flexural Loading","year":2021,"lang":"en","type":"article","venue":"Materials","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Cementitious; Materials science; Mortar; Fatigue limit; Flexural strength; Cyclic stress; Cement; Composite material; Fatigue testing; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002891072,0.0001724171,0.0003954545,0.00006450958,0.00003662185,0.00004921253,0.0001139875,0.0000817259,0.002194809],"category_scores_gemma":[0.00003911954,0.0001767564,0.0000387013,0.0001739754,0.00004510083,0.000187158,0.00006745004,0.00003763302,0.0001064895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006650735,"about_ca_system_score_gemma":0.00002645118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005894759,"about_ca_topic_score_gemma":1.84435e-7,"domain_scores_codex":[0.9988123,0.00005023526,0.0005590386,0.0001491984,0.0001529829,0.0002762976],"domain_scores_gemma":[0.9994437,0.00002918063,0.00009342753,0.00028255,0.0001195425,0.00003158991],"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":[0.00001831758,5.094722e-7,0.00009728717,0.0003083122,0.00005787002,0.000005750671,0.00007281391,0.000439926,0.9974778,0.001268263,0.0002001175,0.00005299136],"study_design_scores_gemma":[0.0003106363,0.00002816724,0.0007657405,0.0001065598,0.00001487093,0.0000121186,0.00004090375,0.000565597,0.997029,0.00002437624,0.0009103711,0.0001916391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919066,0.00006120963,0.00008177363,0.00001729097,0.001302287,0.0001268816,0.00004131751,0.0002365274,0.006226157],"genre_scores_gemma":[0.9987966,0.00005768901,0.0004435535,0.00006610651,0.0001461553,0.00001762037,0.00007055883,0.00004033554,0.0003614044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006890022,"threshold_uncertainty_score":0.9987173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702025003657567,"score_gpt":0.2236745497682719,"score_spread":0.2066542997316963,"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."}}