{"id":"W3184004885","doi":"10.1016/j.cemconcomp.2021.104194","title":"Effect of CO2 surface treatment on penetrability and microstructure of cement-fly ash–slag ternary concrete","year":2021,"lang":"en","type":"article","venue":"Cement and Concrete Composites","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Fly ash; Materials science; Calcium hydroxide; Cement; Calcium silicate hydrate; Microstructure; Durability; Thermogravimetric analysis; Scanning electron microscope; Calcium carbonate; Slag (welding); Permeability (electromagnetism); Ternary operation; Calcium silicate; Composite material; Chemical engineering; Chemistry; Membrane","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002235116,0.0002939659,0.0005555268,0.00004985509,0.00006622164,0.00005541083,0.0001065163,0.00008615843,0.000257762],"category_scores_gemma":[0.00001265556,0.0002491385,0.00008323423,0.00009346229,0.0001512002,0.00006558559,0.0001128783,0.00008791457,0.000002679434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005101106,"about_ca_system_score_gemma":0.00002335716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004474242,"about_ca_topic_score_gemma":0.000003035314,"domain_scores_codex":[0.9986129,0.0001731024,0.0003794773,0.0003180312,0.0002361976,0.0002802525],"domain_scores_gemma":[0.9991118,0.0003290469,0.00007007126,0.000308622,0.00007216409,0.0001082412],"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":[0.0003488363,0.000002610009,0.01483704,0.0006354834,0.000235798,0.00001294096,0.000198174,0.0000723594,0.9816048,0.00005442014,0.00009153533,0.00190602],"study_design_scores_gemma":[0.002126094,0.002127525,0.002803023,0.0001255214,0.000110902,0.000007729779,0.00005952225,0.001718292,0.9897138,0.00001072325,0.0009828919,0.0002139297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935943,0.004740193,0.00001204098,0.00004108303,0.0001331529,0.0004423215,0.0001485248,0.00003788184,0.0008505302],"genre_scores_gemma":[0.998166,0.00138472,0.0001316977,0.00001865433,0.00003202433,0.00001424219,0.0001181252,0.00002307711,0.0001115112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01203402,"threshold_uncertainty_score":0.9999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00876600332989645,"score_gpt":0.2391191311676488,"score_spread":0.2303531278377524,"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."}}