{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008527905,0.0000983856,0.0001680354,0.00003549267,0.000042757,0.00003551089,0.00005421321,0.00005859563,0.0005057441],"category_scores_gemma":[0.0002260738,0.00008929417,0.00002398804,0.0001530069,0.0000870177,0.0001007262,0.00006624372,0.00009334692,0.000002091053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083633,"about_ca_system_score_gemma":0.0003336413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006714572,"about_ca_topic_score_gemma":0.00001723675,"domain_scores_codex":[0.9988286,0.0001633507,0.0001769758,0.0001926106,0.0004165965,0.0002218636],"domain_scores_gemma":[0.9986552,0.00005605066,0.000022144,0.0002821866,0.0009236136,0.00006081198],"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":[0.0003470881,0.00002828389,0.06834134,0.003293762,0.0001068536,0.00003809705,0.001920369,0.001474332,0.8847942,0.001262455,0.0007759924,0.03761724],"study_design_scores_gemma":[0.002061162,0.0002250418,0.0641474,0.00005953214,0.0001361292,0.00001195852,0.002765129,0.02200872,0.904562,0.002490838,0.001191944,0.0003401712],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976525,0.00067924,0.0002345411,0.0001286998,0.00006232,0.0003489953,0.00001075882,0.00004337925,0.0008395524],"genre_scores_gemma":[0.9995701,0.0000318765,0.00007490456,0.000009471258,0.00002429772,0.00003518517,0.0000226485,0.00001280089,0.0002187692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03727707,"threshold_uncertainty_score":0.5537543,"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."}}