{"id":"W2925021058","doi":"10.3390/ma12060923","title":"Ambient Cured Fly Ash Geopolymer Coatings for Concrete","year":2019,"lang":"en","type":"article","venue":"Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Engineering and Physical Sciences Research Council; Scottish Funding Council; Royal Society","keywords":"Materials science; Geopolymer; Fly ash; Efflorescence; Coating; Curing (chemistry); Composite material","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003255707,0.0001599472,0.0002960183,0.00005332608,0.00004122175,0.0001715735,0.0001696715,0.00008034708,0.005821888],"category_scores_gemma":[0.00001747367,0.0001525881,0.00004870483,0.00005042589,0.00001841409,0.00009988405,0.0000607676,0.00003348418,0.0009683426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003576507,"about_ca_system_score_gemma":0.00001396821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004069113,"about_ca_topic_score_gemma":0.000001096805,"domain_scores_codex":[0.9988942,0.00003129879,0.0002963768,0.0001915728,0.0001759949,0.0004105426],"domain_scores_gemma":[0.9995553,0.00004797373,0.00003498885,0.0002520578,0.00004471761,0.00006494479],"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":[0.00004873324,9.93675e-7,0.00003816667,0.0002428145,0.00002472347,9.22256e-7,0.0001118027,0.00001534334,0.9951596,0.0003334595,0.003871104,0.0001522997],"study_design_scores_gemma":[0.0006917664,0.00008070343,0.00008622123,0.00003157977,0.00001059053,0.000001457853,0.00003183647,0.0002222257,0.954633,0.00005729159,0.04395971,0.0001936076],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943385,0.00008249489,0.0001255219,0.00004721291,0.001734224,0.0007492284,0.0001939037,0.0002122108,0.002516749],"genre_scores_gemma":[0.9971008,0.00002487099,0.0001692308,0.000092316,0.0002542356,0.0001698451,0.0001176323,0.00005386676,0.002017237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04052663,"threshold_uncertainty_score":0.9998095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01285327048736505,"score_gpt":0.2447044062496984,"score_spread":0.2318511357623333,"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."}}