{"id":"W4311885274","doi":"10.3390/plants11243577","title":"Integrated Biorefinery and Life Cycle Assessment of Cassava Processing Residue–From Production to Sustainable Evaluation","year":2022,"lang":"en","type":"review","venue":"Plants","topic":"Cassava research and cyanide","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Biorefinery; Life-cycle assessment; Residue (chemistry); Production (economics); Sustainable production; Environmental science; Production cycle; Pulp and paper industry; Waste management; Engineering; Manufacturing engineering; Chemistry; Economics; Biofuel","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":[0.0008822423,0.0008565019,0.001216564,0.002414,0.0001982059,0.0010493,0.0006329628,0.0006974855,0.001273229],"category_scores_gemma":[0.0005787994,0.0002868029,0.001032893,0.002472822,0.0001869326,0.0008644484,0.0004865447,0.0004753144,0.0003781455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009660425,"about_ca_system_score_gemma":0.001661426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416477,"about_ca_topic_score_gemma":0.006665262,"domain_scores_codex":[0.999662,0.0000680563,0.00004116423,0.00005333798,0.0001447952,0.00003062236],"domain_scores_gemma":[0.9997382,0.00008152949,0.0000535968,0.00001083257,0.0001056403,0.00001021511],"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":[0.0001332208,0.00008936996,0.001077616,0.0592896,0.0005182459,0.0003220568,0.0001185036,0.007527819,0.01705304,0.007276253,0.006013988,0.9005803],"study_design_scores_gemma":[0.00003570714,0.0008537624,0.006781602,0.01675473,0.001496839,0.001250425,0.0003274874,0.004808229,0.02880334,0.006015562,0.9327609,0.0001114945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002968281,0.9919536,0.001370584,0.0001469216,0.00007356711,0.00002985739,0.0001388917,0.0000143656,0.003304054],"genre_scores_gemma":[0.02267831,0.973625,0.001809161,0.00008566452,0.00004014518,0.00003732234,0.0002194759,0.000006104149,0.001498736],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003416477,"threshold_uncertainty_score":0.007009149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1219949761870742,"score_gpt":0.3693327091963126,"score_spread":0.2473377330092383,"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."}}