{"id":"W4391424861","doi":"10.1007/978-3-031-35471-7_62","title":"Applications of Agro-waste in the Construction Industry: A Review","year":2024,"lang":"en","type":"review","venue":"Lecture notes in civil engineering","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut de Recherche et de Développement en Agroenvironnement; Concordia University","funders":"","keywords":"Waste management; Business; Engineering; Environmental science; Construction 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004313076,0.0003422823,0.0009761283,0.0003453751,0.00001636707,0.00004607261,0.0005810476,0.0004308284,0.00004227978],"category_scores_gemma":[0.0002042295,0.0002205676,0.0001897136,0.001784092,0.00003891858,0.0000665515,0.0001033854,0.001496682,0.00002801278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001299454,"about_ca_system_score_gemma":0.00008724311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002014995,"about_ca_topic_score_gemma":0.00003220456,"domain_scores_codex":[0.99841,0.00007623024,0.0007015865,0.0003233844,0.0002385014,0.0002503351],"domain_scores_gemma":[0.9988036,0.0004920403,0.0001805755,0.0004728033,0.00002452364,0.00002643305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001337324,0.00001500318,0.000001321113,0.2134735,0.00004407365,0.00002299709,0.00016421,0.008841305,0.001149411,0.001539064,0.0000898027,0.774658],"study_design_scores_gemma":[0.00009372092,0.0000261522,3.555071e-7,0.2151282,0.0006656699,0.000372374,0.00000406098,0.000560496,0.001005148,0.0006027701,0.7808898,0.000651279],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001140005,0.9921261,0.006177611,0.00008050022,0.0002666096,0.001155472,0.00002438616,0.00005893601,0.00009897821],"genre_scores_gemma":[0.000912375,0.9968932,0.001455379,0.00004589259,0.0001761768,0.0004466831,0.00002912631,0.00003821538,0.000003004159],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7808,"threshold_uncertainty_score":0.8994486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504689677590639,"score_gpt":0.2841570521128261,"score_spread":0.2691101553369197,"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."}}