{"id":"W2274718583","doi":"10.1007/10_2015_5002","title":"Enzyme Systems of Anaerobes for Biomass Conversion","year":2016,"lang":"en","type":"review","venue":"Advances in biochemical engineering, biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Genome Canada","keywords":"Bioprocess; Cellulosic ethanol; Biomass (ecology); Biofuel; Biochemical engineering; Cellulose; Lignocellulosic biomass; Biotechnology; Pulp and paper industry; Fermentation; Metabolic engineering; Environmental science; Waste management; Chemistry; Biology; Food science; Engineering; Biochemistry; Enzyme; Agronomy; Chemical engineering","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001268898,0.0004810478,0.001288784,0.0006926721,0.00001363709,0.000006518144,0.0004800672,0.001651534,0.00001179434],"category_scores_gemma":[0.00009252956,0.0003835334,0.0002632487,0.0005186515,0.0001744842,0.00009937628,0.0000933606,0.0003744284,0.00001963619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002050223,"about_ca_system_score_gemma":0.00002245413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002333868,"about_ca_topic_score_gemma":1.517813e-7,"domain_scores_codex":[0.9982259,0.00001196622,0.0007253029,0.0004888934,0.000110958,0.0004370316],"domain_scores_gemma":[0.9991661,0.0001144446,0.0001615906,0.0004593971,0.00003490427,0.00006351413],"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":[0.00002926156,0.0001093378,0.00000254737,0.2878798,0.0003242133,0.00001144095,0.00001038013,0.000499398,0.05465452,0.003730844,0.00336042,0.6493878],"study_design_scores_gemma":[0.0002648672,0.00005837563,4.120651e-8,0.004863864,0.0000421727,0.00002093406,0.000004481339,0.0007923377,0.07516816,0.0000122784,0.9183639,0.0004085447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002828278,0.985785,0.01093714,0.00002304295,0.001820284,0.0007235022,0.0001405753,0.000517445,0.0000247316],"genre_scores_gemma":[0.0009644753,0.9973505,0.00121487,0.000001759318,0.0001483481,0.0001387953,0.00007684791,0.00007780665,0.00002657168],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9150035,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009686061990797058,"score_gpt":0.2491951077362175,"score_spread":0.2395090457454205,"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."}}