{"id":"W4393097526","doi":"10.32388/9zacy3","title":"Review of: \"Effective use of Waste Materials: A Case Study of Utilization of Fly Ash in Flexible Pavement Structures\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Recycling and utilization of industrial and municipal waste in materials production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fly ash; Waste management; Environmental science; Engineering","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":[0.0008769209,0.0002835223,0.0004425702,0.00242389,0.0008865319,0.001087417,0.0006941609,0.001261361,0.01061003],"category_scores_gemma":[0.005077613,0.0001178313,0.0002992261,0.003031508,0.0005073037,0.001004832,0.0006777078,0.0003916354,0.002821357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115664,"about_ca_system_score_gemma":0.003171862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005713796,"about_ca_topic_score_gemma":0.01645633,"domain_scores_codex":[0.999198,0.0001997219,0.00017448,0.00006801342,0.0003123239,0.00004741057],"domain_scores_gemma":[0.9978036,0.001070829,0.0002060943,0.00004109311,0.0007529033,0.0001253853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007678181,0.0001312308,0.004332069,0.02156988,0.00006589385,0.01743446,0.007757478,0.0003147162,0.001490693,0.003712147,0.5297641,0.4133506],"study_design_scores_gemma":[0.000006106425,0.00006857206,0.009235189,0.005491652,0.00004593046,0.009728997,0.004352641,0.00007043338,0.0003679739,0.0002395889,0.9703711,0.00002182164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.06885696,0.7106581,0.003739136,0.04929054,0.013467,0.0007688758,0.002719244,0.0002318085,0.1502683],"genre_scores_gemma":[0.1680927,0.6960526,0.004052433,0.01726955,0.00483918,0.0003691068,0.002825088,0.0001713758,0.1063281],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01061003,"threshold_uncertainty_score":0.03549415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241856204136304,"score_gpt":0.3603037710223974,"score_spread":0.236118150608767,"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."}}