{"id":"W4392845127","doi":"10.32388/8upwhj","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":"University of Northern British Columbia","funders":"","keywords":"Fly ash; Waste management; Environmental science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003680021,0.0004734676,0.0005438995,0.002436437,0.002238823,0.001983971,0.001508204,0.001976328,0.01425717],"category_scores_gemma":[0.02633715,0.0002026669,0.0003554281,0.002148192,0.001372241,0.002004777,0.001303753,0.0007168309,0.005159599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002023609,"about_ca_system_score_gemma":0.008156414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008550077,"about_ca_topic_score_gemma":0.02029515,"domain_scores_codex":[0.9958258,0.001094816,0.0005740525,0.0001869386,0.002185883,0.0001325475],"domain_scores_gemma":[0.9830465,0.006396424,0.0008767755,0.0003596134,0.008882329,0.0004383585],"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":[0.00003891465,0.0001048036,0.001268761,0.005010792,0.00001956847,0.004092178,0.008090795,0.0003021596,0.00193641,0.00378504,0.7501112,0.2252394],"study_design_scores_gemma":[0.000008794493,0.00009446795,0.00514834,0.002598562,0.00002961257,0.002430731,0.006689537,0.0002145258,0.001359415,0.0003875802,0.9809999,0.00003843512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1275458,0.156026,0.01400299,0.2547794,0.07162648,0.0040276,0.002779542,0.0009364481,0.3682757],"genre_scores_gemma":[0.3159466,0.2160019,0.0177978,0.03027254,0.01256853,0.001533447,0.003401458,0.0008590096,0.4016187],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01425717,"threshold_uncertainty_score":0.04769498,"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."}}