{"id":"W4409799847","doi":"10.11159/icsect25.115","title":"Synergistic Impact of Sustainable Graphene Derivative and Dune Sandon Cement Mortars","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Khalifa University of Science, Technology and Research","keywords":"Cement; Mortar; Graphene; Derivative (finance); Environmental science; Materials science; Composite material; Nanotechnology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007832442,0.0003665289,0.000204901,0.0002945648,0.0001251321,0.0002257674,0.0001406483,0.0002084108,0.001056244],"category_scores_gemma":[0.0001196274,0.00009676394,0.0002367835,0.0001535602,0.0001622637,0.0001909362,0.0002513801,0.0002613577,0.0001226646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001793529,"about_ca_system_score_gemma":0.0001856767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009245899,"about_ca_topic_score_gemma":0.004670342,"domain_scores_codex":[0.9999166,0.00001139885,0.000004741004,0.00001476799,0.00003123416,0.00002127325],"domain_scores_gemma":[0.9999356,0.00001278019,0.00001492285,0.000005642003,0.00001347501,0.00001754358],"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":[0.0001690544,0.00005158749,0.0004021105,0.0001125262,0.00001920908,0.00007640733,0.00001437647,0.0003963792,0.994635,0.00007198122,0.00003103506,0.004020361],"study_design_scores_gemma":[0.000003794253,0.0006235611,0.002180255,0.000005886211,0.00003311782,0.0000407205,0.00002690008,0.0003978736,0.9953685,0.00001837622,0.001294937,0.000006233868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975296,0.0007367624,0.0004226652,0.00002497946,0.0000178598,0.00001215938,0.00007185675,0.00002312014,0.001161129],"genre_scores_gemma":[0.997661,0.0005106729,0.0007600672,0.0000186888,0.000002990288,0.00000555361,0.0000452013,0.00000535366,0.0009904078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001056244,"threshold_uncertainty_score":0.003533542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00322092529201644,"score_gpt":0.195830465830017,"score_spread":0.1926095405380006,"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."}}