{"id":"W2896181319","doi":"10.1016/j.conbuildmat.2018.10.051","title":"Effect of very severe sulfate environment on bonded composite concrete system","year":2018,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Materials science; Flexural strength; Composite material; Composite number; Sulfate; Compressive strength; Corrosion; Microstructure; Sodium sulfate; Fiber; Degradation (telecommunications); Scanning electron microscope; Sodium; Metallurgy","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":[0.0004510621,0.0002160217,0.0004191291,0.0001161414,0.0000821545,0.00006478827,0.00007027474,0.00009541596,0.0002429887],"category_scores_gemma":[0.00001402149,0.000192021,0.00002795448,0.00006373604,0.0002172759,0.0001023144,0.00004434368,0.00004117065,0.00004411279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007812741,"about_ca_system_score_gemma":0.000004740671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004545802,"about_ca_topic_score_gemma":1.499645e-8,"domain_scores_codex":[0.9989631,0.0001134983,0.0004168781,0.0001777932,0.0001340476,0.0001946784],"domain_scores_gemma":[0.9995553,0.00006246172,0.0001340451,0.0001724794,0.00003418215,0.00004147514],"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":[0.0001845436,2.997737e-7,0.00008493831,0.0005480027,0.00005985877,0.000001408393,0.00002586242,0.00003914122,0.9932045,0.004888208,0.00004549279,0.0009177884],"study_design_scores_gemma":[0.0008151216,0.000282803,0.00008079634,0.0002806301,0.00003467596,0.00005075046,0.00001680317,0.0001476698,0.9973242,0.00001093427,0.0007741604,0.0001814633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955142,0.00001848064,0.0005692049,0.000004843936,0.001771844,0.0003119397,0.0000605042,0.0001905114,0.001558464],"genre_scores_gemma":[0.9988313,0.00002458356,0.0008518505,0.00001092226,0.0002113098,0.0000166413,0.00001583466,0.0000265539,0.00001097942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004877273,"threshold_uncertainty_score":0.7830388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004556949625148131,"score_gpt":0.2016206969896672,"score_spread":0.1970637473645191,"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."}}