{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002069193,0.0002830539,0.000111858,0.0002275939,0.0001543782,0.0002361232,0.0001586376,0.000281511,0.0008858446],"category_scores_gemma":[0.0002402609,0.0002069552,0.0001839276,0.0001116326,0.0001834988,0.0002545714,0.0001725984,0.000382523,0.0002808818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425379,"about_ca_system_score_gemma":0.0001963372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007634411,"about_ca_topic_score_gemma":0.003550773,"domain_scores_codex":[0.9998201,0.00001423993,0.00001085664,0.000027914,0.0001120368,0.00001494073],"domain_scores_gemma":[0.9998299,0.00002571846,0.00006186735,0.00001771634,0.00004790588,0.00001685222],"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":[0.000006007987,0.000004150284,0.00004913873,0.00003531767,0.000001025379,0.00001520475,0.00001070428,0.00007409686,0.9984774,0.00004112961,0.00002088679,0.001265013],"study_design_scores_gemma":[0.000001424594,0.00005140335,0.001013606,0.000005488459,0.000003837577,0.00005445474,0.000008096406,0.0005677327,0.9967908,0.00001244832,0.001486108,0.000004509227],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537576,0.004301985,0.03746285,0.00008527668,0.0000936106,0.0001016482,0.0001633148,0.0002726757,0.003761043],"genre_scores_gemma":[0.9668824,0.001453047,0.02806913,0.00004049521,0.00001448157,0.00003141534,0.00009805099,0.00005668412,0.003354268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008858446,"threshold_uncertainty_score":0.002963424,"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."}}