{"id":"W4366502756","doi":"10.11159/icgre23.150","title":"Field Investigation on Complete Replacement of Granular Subbase with Flyash and Blast Furnace Slag in Flexible Pavement","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Grouting, Rheology, and Soil Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subbase; Ground granulated blast-furnace slag; Fly ash; Slag (welding); Blast furnace; Materials science; Waste management; Metallurgy; Engineering; Composite material; Mathematics","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":[0.0004326408,0.0003112585,0.0004759355,0.0004743259,0.0003736686,0.0002820701,0.0004548368,0.0003991501,0.0004413188],"category_scores_gemma":[0.0003605756,0.0001429892,0.0003679931,0.0003761788,0.0003641564,0.0003975614,0.0002297386,0.0002604498,0.00009257743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003270099,"about_ca_system_score_gemma":0.0002548241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002717908,"about_ca_topic_score_gemma":0.005213749,"domain_scores_codex":[0.9996974,0.00005660395,0.00001713809,0.00006416773,0.0001000358,0.00006464984],"domain_scores_gemma":[0.9997132,0.00007022258,0.00005477845,0.00003044495,0.00009073993,0.00004050292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001248444,0.0004418667,0.01101614,0.0002454811,0.00002878145,0.0003914285,0.000164526,0.004150257,0.9746509,0.00007844545,0.0000710348,0.007512604],"study_design_scores_gemma":[0.00006953127,0.01654808,0.04284326,0.00002397422,0.00010807,0.0002651684,0.0009662206,0.008126196,0.9298548,0.0000789399,0.001089857,0.00002590793],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996427,0.00004731051,0.0001885718,0.000003817041,0.000001652162,0.000006743177,0.00002724528,0.000004023027,0.00007788684],"genre_scores_gemma":[0.9990067,0.00007410801,0.0006291216,0.000004932363,0.000001199193,0.000005769058,0.00003755486,0.000001875375,0.0002387757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002717908,"threshold_uncertainty_score":0.005404174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008535350890256478,"score_gpt":0.1782273343663887,"score_spread":0.1696919834761322,"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."}}