{"id":"W2177311362","doi":"10.1680/emr.14.00037","title":"Current state of K-based geopolymer cements cured at ambient temperature","year":2015,"lang":"en","type":"article","venue":"Emerging Materials Research","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Division of Materials Research; Nirma University","keywords":"Geopolymer; Curing (chemistry); Materials science; Fly ash; Portland cement; Sodium silicate; Compressive strength; Sodium hydroxide; Cement; Composite material; Ground granulated blast-furnace slag; Waste management; Chemical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002374292,0.0002504302,0.0003948892,0.0004599693,0.000137957,0.0001585638,0.0004628897,0.00006823723,0.001605934],"category_scores_gemma":[0.0001053022,0.0002314018,0.00005797876,0.0004963374,0.0001338993,0.0001418446,0.0003690659,0.0002446141,0.0003734362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002895848,"about_ca_system_score_gemma":0.0001602623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001596228,"about_ca_topic_score_gemma":0.0000187035,"domain_scores_codex":[0.9960572,0.000427478,0.000581856,0.0003528194,0.00161003,0.0009706197],"domain_scores_gemma":[0.998576,0.0000622531,0.00005251753,0.0005499761,0.0004447264,0.0003145669],"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":[0.000237093,0.0000455944,0.0001553977,0.0004572883,0.00004450834,0.00001086785,0.0003987077,0.001092466,0.9782197,0.00001670319,0.01751704,0.001804669],"study_design_scores_gemma":[0.0009325998,0.000127603,0.0002974754,0.0001383679,0.000006286361,0.000001030876,0.00004279446,0.0007370155,0.9744067,0.0000759695,0.02301174,0.0002224057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958218,0.001301666,0.00002190769,0.00009683894,0.001497194,0.000549429,0.0001858643,0.0001379947,0.0003872555],"genre_scores_gemma":[0.9985012,0.0003361661,0.00004677013,0.000008906417,0.000205959,0.0001403941,0.0001665474,0.00007317649,0.000520887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0054947,"threshold_uncertainty_score":0.9993067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06574086710509748,"score_gpt":0.3520112254488612,"score_spread":0.2862703583437637,"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."}}