{"id":"W3118785552","doi":"10.3390/su13010398","title":"Corrosion Evaluation of Geopolymer Concrete Made with Fly Ash and Bottom Ash","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Corrosion; Fly ash; Materials science; Geopolymer; Portland cement; Metallurgy; Potassium hydroxide; Cement; Silicate; Sodium silicate; Chloride; Potassium silicate; Composite material; Chemical engineering","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":[0.0002735036,0.0004606555,0.0002584018,0.0003842135,0.0001651327,0.0002170399,0.0002826861,0.0003757671,0.0006374436],"category_scores_gemma":[0.0002783601,0.000200384,0.0003975616,0.0003044551,0.0001871534,0.0002018794,0.0002302231,0.0004197763,0.0001791429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974876,"about_ca_system_score_gemma":0.0002051696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003399889,"about_ca_topic_score_gemma":0.007040889,"domain_scores_codex":[0.9996516,0.00003372564,0.00002277349,0.00004442598,0.0002047397,0.00004281574],"domain_scores_gemma":[0.9997674,0.00002154462,0.00005378208,0.00001630731,0.0001152604,0.0000257533],"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":[0.0001238817,0.00003247043,0.001575084,0.00009758428,0.00001621333,0.00008252582,0.00005412588,0.0004891174,0.9953908,0.00003352512,0.00003239855,0.002072287],"study_design_scores_gemma":[0.00000624156,0.0008880505,0.01723992,0.00001457031,0.00003923279,0.0001585968,0.00008924015,0.002701999,0.9780294,0.00001332907,0.0008080469,0.00001125543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998005,0.0005377244,0.0006293209,0.00001303622,0.000009920639,0.00001162383,0.0001134128,0.00001716407,0.000662876],"genre_scores_gemma":[0.9971193,0.0005241889,0.001012605,0.000005971707,0.000003105819,0.000006867784,0.0001549734,0.000005952477,0.001167009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003399889,"threshold_uncertainty_score":0.00676018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256103689282319,"score_gpt":0.2709701316451357,"score_spread":0.2584090947523126,"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."}}