{"id":"W4244132857","doi":"10.32920/ryerson.14657577.v1","title":"Deterioration Caused By Sulfide-Bearing Aggregates: Performance Test Development","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ettringite; Sulfate; Pyrrhotite; Gypsum; Sulfide; Oxidizing agent; Metallurgy; Materials science; Chemistry; Chemical engineering; Environmental science; Cement; Engineering; Organic chemistry; Portland cement","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009605981,0.0007451575,0.0003510805,0.0006677108,0.000541821,0.00027128,0.0007304209,0.0005791992,0.001438639],"category_scores_gemma":[0.0007089158,0.0001819758,0.0003305634,0.0006362746,0.0003103249,0.000227439,0.0004157246,0.0003749802,0.0004967388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302961,"about_ca_system_score_gemma":0.000747828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0443943,"about_ca_topic_score_gemma":0.09222744,"domain_scores_codex":[0.9992691,0.00006138671,0.00004348276,0.0001146768,0.0003964076,0.0001149071],"domain_scores_gemma":[0.9988679,0.00008238619,0.0001089473,0.00007473172,0.0007405338,0.0001256141],"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":[0.000807053,0.0006412628,0.0134535,0.0002255983,0.0000429168,0.0002971265,0.0003157531,0.003961287,0.9675955,0.00007980009,0.0005068551,0.0120733],"study_design_scores_gemma":[0.00005236322,0.009650508,0.078119,0.00001566969,0.0001037635,0.0002682945,0.0002297213,0.00758607,0.9012042,0.00004403416,0.002684746,0.0000417232],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949197,0.0002467584,0.002813807,0.00002164643,0.00001824619,0.0001128664,0.0006019654,0.0001115406,0.001153391],"genre_scores_gemma":[0.9925562,0.0002838325,0.003194928,0.00002013707,0.000007961287,0.00005822529,0.0008374975,0.00001976683,0.003021622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0443943,"threshold_uncertainty_score":0.0882718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146367483484971,"score_gpt":0.2375914178490071,"score_spread":0.2161277430141574,"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."}}