{"id":"W4380480569","doi":"10.1016/j.conbuildmat.2023.132083","title":"Recycling industrial alkaline solutions for soil stabilization by low-concentrated fly ash-based alkali cements","year":2023,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Fly ash; Materials science; Ultimate tensile strength; Compressive strength; Low calcium; Calcium; Geopolymer; Composite material; Metallurgy","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":[],"consensus_categories":[],"category_scores_codex":[0.0005923764,0.000173828,0.0002400473,0.0001624008,0.0002768449,0.0002733894,0.00008079836,0.0001524056,0.00046252],"category_scores_gemma":[0.00009339627,0.000185353,0.0000332154,0.0002835965,0.00007989586,0.0001849847,0.00004055052,0.00005867561,0.00001701527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006888209,"about_ca_system_score_gemma":0.00004563562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002466531,"about_ca_topic_score_gemma":0.00000345938,"domain_scores_codex":[0.9986501,0.00007338999,0.0004231354,0.0002470339,0.0001463814,0.0004599687],"domain_scores_gemma":[0.9995567,0.00007307519,0.00006963319,0.0001280255,0.00008295337,0.00008965249],"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":[0.00006155651,0.00000580979,0.0000736591,0.0001362521,0.00003404863,3.940762e-7,0.00002347646,0.001522452,0.9897483,0.0002083612,0.003815779,0.004369929],"study_design_scores_gemma":[0.001647496,0.00003546465,0.00001368901,0.00009448,0.00002718829,0.000001548842,0.0001107867,0.01048221,0.9782189,0.0001355794,0.009021432,0.0002112283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986071,0.00004209009,0.01007464,0.0001051595,0.002172844,0.0005609563,0.00045459,0.0004850424,0.00003371216],"genre_scores_gemma":[0.997815,0.0002119392,0.0005153018,0.00002607937,0.0003220429,0.0001400778,0.000890037,0.00003971209,0.00003985395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01174399,"threshold_uncertainty_score":0.7558476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424963572311783,"score_gpt":0.2728772260022261,"score_spread":0.2286275902791083,"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."}}