{"id":"W4377023149","doi":"10.4028/p-71en7d","title":"The Efficiency of Non-Destructive Testing to Estimate the Damage Level of Fiber-Reinforced Concrete Exposed to High Temperatures","year":2023,"lang":"en","type":"article","venue":"Materials science forum","topic":"Fire effects on concrete materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Composite material; Ultrasonic sensor; Nondestructive testing; Young's modulus; Types of concrete; Thermal; Compressive strength; Acoustics","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":[0.00229187,0.0002572764,0.0004112042,0.00020905,0.0004657476,0.000327408,0.001268935,0.00005441988,0.0000366658],"category_scores_gemma":[0.001709769,0.000159687,0.00004008312,0.001762541,0.0005054433,0.0002241733,0.0004707362,0.00006714194,0.0001166731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005977482,"about_ca_system_score_gemma":0.0001093048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001622358,"about_ca_topic_score_gemma":0.000004816248,"domain_scores_codex":[0.9976618,0.00006725002,0.0006086998,0.0003154127,0.0005644807,0.0007823961],"domain_scores_gemma":[0.998165,0.0006502495,0.0001484364,0.0006744358,0.0002388522,0.0001231009],"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":[0.00002975804,3.377653e-7,0.0000108967,0.00006663663,0.000007019911,0.000002407199,0.0005057576,0.01302418,0.9853011,0.0005118813,0.0003765727,0.000163422],"study_design_scores_gemma":[0.0001714342,0.0002266362,0.003273087,0.0001422562,0.000008314608,0.000003839423,0.0002024042,0.005147148,0.9905149,0.00005779081,0.00005603417,0.0001962059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961674,0.000004128471,0.0001600148,0.0002548556,0.001784091,0.0009477955,0.0002347818,0.0001973011,0.0002496743],"genre_scores_gemma":[0.9973021,8.143855e-7,0.002327386,0.00004691902,0.00005785721,0.00009545377,0.000004592173,0.00003901721,0.0001258637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007877033,"threshold_uncertainty_score":0.6511846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113644890501122,"score_gpt":0.2762809594263935,"score_spread":0.2551445105213823,"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."}}