{"id":"W4416791410","doi":"10.55041/ijsrem54645","title":"Investigation on the Performance of High-Volume Fly Ash Concrete Reinforced with Fibers for Rigid Pavement","year":2025,"lang":"","type":"article","venue":"INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fly ash; Cementitious; Durability; Cement; Compressive strength; Abrasion (mechanical)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002328442,0.0002969231,0.0001515922,0.0003967947,0.0002600986,0.0002037249,0.0002340793,0.0003280584,0.001176262],"category_scores_gemma":[0.0002258027,0.00008879045,0.0002822057,0.0001789307,0.0001359184,0.0003094445,0.0001078273,0.0002470752,0.0003710135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611545,"about_ca_system_score_gemma":0.0001561353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002366439,"about_ca_topic_score_gemma":0.004208022,"domain_scores_codex":[0.9998311,0.00001729345,0.00001035369,0.00003169725,0.00007307653,0.00003646643],"domain_scores_gemma":[0.9997013,0.0000423946,0.00005676435,0.0000167572,0.0001393979,0.00004331347],"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":[0.0002007427,0.0001097774,0.002654404,0.00007208729,0.000006412203,0.00005075482,0.00002673053,0.000934287,0.9933221,0.00001589801,0.00002913145,0.002577814],"study_design_scores_gemma":[0.000005303939,0.001635087,0.02449978,0.000008221485,0.00002612117,0.00006354746,0.00006981547,0.003146394,0.970117,0.000008968242,0.0004129613,0.00000691452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993798,0.0001254822,0.0001603212,0.000004104331,0.000003489242,0.000004691434,0.00005332215,0.00001019076,0.000258585],"genre_scores_gemma":[0.9990973,0.00007294036,0.00022531,0.000002282513,9.444127e-7,0.000002659103,0.00007382676,0.000004321769,0.0005203939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002366439,"threshold_uncertainty_score":0.00470531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372332776951814,"score_gpt":0.2780149148174052,"score_spread":0.2407816371222238,"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."}}