{"id":"W4382196193","doi":"10.1016/j.wmb.2023.06.005","title":"Saccharification of agricultural residues by Streptomyces sp. and ethanol production from agro-waste mixture hydrolysate","year":2023,"lang":"en","type":"article","venue":"Waste Management Bulletin","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydrolysate; Fermentation; Ethanol fuel; Hydrolysis; Raw material; Sugar; Chemistry; Food science; Pulp and paper industry; Reducing sugar; Yeast; Pulp (tooth); Orange (colour); Biotechnology; Biology; Biochemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001675949,0.0001580911,0.0001361804,0.0001179453,0.00006174436,0.00003510071,0.0001127578,0.00008151685,0.0001025517],"category_scores_gemma":[0.000007632124,0.0001344247,0.00003583358,0.0002798717,0.00003950498,0.00006900136,0.00007346462,0.0001079194,0.0001367226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002062228,"about_ca_system_score_gemma":9.771444e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003224564,"about_ca_topic_score_gemma":0.00000171533,"domain_scores_codex":[0.9990189,0.00003470064,0.0002400982,0.000338101,0.0001988395,0.0001693234],"domain_scores_gemma":[0.9996159,0.000009464609,0.00007486413,0.0002328284,0.00002752043,0.00003940133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002658165,0.0000317341,0.0002861322,0.0006502312,0.0001480004,0.000002082891,0.0004607017,0.001516587,0.5332174,0.00003188908,0.4560875,0.007541128],"study_design_scores_gemma":[0.0005003391,0.00004462099,0.005880201,0.0001414104,0.00009472809,0.000001533585,0.005265149,0.000715124,0.8482258,0.00009146478,0.1386725,0.000367041],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917012,0.0006306173,0.00003962455,0.004938218,0.0006845687,0.0004033382,0.00002130075,0.0004081058,0.001172969],"genre_scores_gemma":[0.9923634,0.001744997,0.0003070205,0.00002807984,0.0002090376,0.00002371925,0.0002282673,0.00001927592,0.005076188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.317415,"threshold_uncertainty_score":0.5481681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006784190444523139,"score_gpt":0.1813971355781919,"score_spread":0.1746129451336688,"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."}}