{"id":"W25791350","doi":"10.1016/j.bbamem.2015.03.010","title":"BIOGAS PRODUCTION USING ANAEROBIC BIODIGESTER FROM CASSAVA STARCH EFFLUENT WITH RUMINANT BACTERIA AS BIOCATALYST","year":2010,"lang":"en","type":"article","venue":"Biochimica et Biophysica Acta","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; University of Ottawa","keywords":"Biogas; Ruminant; Yeast; Effluent; Biofuel; Starch; Anaerobic digestion; Pulp and paper industry; Food science; Chemistry; Bioenergy; Fermentation; Biotechnology; Environmental science; Agronomy; Biology; Biochemistry; Environmental engineering; Methane; Ecology; Crop","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001568444,0.0004652441,0.000338058,0.00024262,0.000174315,0.000178396,0.000287405,0.0002033607,0.00009034264],"category_scores_gemma":[0.00002880076,0.000380225,0.0001081889,0.0005381029,0.0002494731,0.0004725819,0.00007684407,0.000456151,0.0002082769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009805673,"about_ca_system_score_gemma":0.00008961272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005060557,"about_ca_topic_score_gemma":0.000133303,"domain_scores_codex":[0.9980609,0.00004824525,0.0003618333,0.0007399357,0.0003095951,0.0004794803],"domain_scores_gemma":[0.9987226,0.00001902216,0.0001298863,0.0008207787,0.0001161036,0.0001915888],"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":[0.0001213788,0.0001573879,0.0001058615,0.00001407457,0.0001009124,0.000005676903,0.0001941531,0.00004854674,0.9979653,0.0004559584,0.0004554494,0.0003752369],"study_design_scores_gemma":[0.0003825785,0.0002099394,0.009489346,0.0000733355,0.00009956169,0.00005099411,0.0000810944,0.0001437748,0.9784627,0.00005233776,0.01036686,0.0005874992],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955042,0.00002517533,0.00005146494,0.001425155,0.001805197,0.0004368667,0.0001052479,0.0004834495,0.0001632444],"genre_scores_gemma":[0.9942074,0.00007121693,0.00430634,0.00007293189,0.0007414107,0.00002139158,0.0003999893,0.00008918154,0.00009010687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01950268,"threshold_uncertainty_score":0.999865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043749485694451,"score_gpt":0.2262435528928335,"score_spread":0.215806058035889,"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."}}