{"id":"W4413133045","doi":"10.70382/caijeres.v8i4.029","title":"AN ASSESSMENT OF SELECTED AIR QUALITY POLLUTANTS ASSOCIATED WITH THE PRODUCTION OF BIOETHANOL FROM CASSAVA (<i>Manihot spp.</i>) IN OGUN STATE, SOUTHWEST NIGERIA","year":2025,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Earth Science","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Biofuel; Environmental science; Greenhouse gas; Air quality index; Air pollution; Environmental protection; Particulates; Waste management; Environmental engineering; Business; Engineering; Ecology; Biology","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":[0.0002487499,0.000315798,0.0003008997,0.0006396195,0.0006096134,0.0007482473,0.0001633524,0.0004415588,0.0003039771],"category_scores_gemma":[0.0002196063,0.0002190263,0.000268811,0.0008084864,0.000226816,0.0003159157,0.0003519301,0.0002870234,0.0000900194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004158338,"about_ca_system_score_gemma":0.0005103939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411126,"about_ca_topic_score_gemma":0.04569308,"domain_scores_codex":[0.9997784,0.00003847452,0.00002872778,0.00005714466,0.00006329525,0.00003396404],"domain_scores_gemma":[0.9997752,0.00003636338,0.00009413134,0.000007880588,0.00006713324,0.00001930475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000179751,0.0001679527,0.9567432,0.0002577635,0.0000737082,0.000859432,0.001463991,0.000503253,0.02655136,0.00009525532,0.0001418149,0.01296254],"study_design_scores_gemma":[0.000001563645,0.000223225,0.9914654,0.00003599963,0.00003974764,0.0002146159,0.003819147,0.0003762871,0.002938329,0.0000593935,0.0008175732,0.000008805764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985222,0.0002947034,0.0002189216,0.00002708589,0.000006865461,0.0000149185,0.0002549762,0.000002196653,0.0006581196],"genre_scores_gemma":[0.9980577,0.0004687767,0.0005748372,0.00002651766,0.000004357444,0.00001327173,0.000265157,0.000001855564,0.000587494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01411126,"threshold_uncertainty_score":0.02805823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02443307254494789,"score_gpt":0.3414654909800787,"score_spread":0.3170324184351308,"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."}}