{"id":"W67217830","doi":"10.1007/10_2007_060","title":"Zymomonas mobilis for Fuel Ethanol and Higher Value Products","year":2007,"lang":"en","type":"review","venue":"Advances in biochemical engineering, biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":217,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Zymomonas mobilis; Ethanol fuel; Corn stover; Fermentation; Biofuel; Biochemical engineering; Biotechnology; Renewable fuels; Pulp and paper industry; Ethanol; Chemistry; Food science; Biochemistry; Biology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001938608,0.0006310337,0.001094268,0.0006321981,0.00002019881,0.0000144376,0.0003817986,0.002073657,0.00001017892],"category_scores_gemma":[0.0001362946,0.000583214,0.0001541366,0.0007729639,0.0002070248,0.0001159607,0.0001333167,0.001013455,0.00001370076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018864,"about_ca_system_score_gemma":0.00002208201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001989861,"about_ca_topic_score_gemma":3.137872e-7,"domain_scores_codex":[0.9978377,0.000009747201,0.0006012487,0.0008139904,0.0001202217,0.0006171186],"domain_scores_gemma":[0.9991801,0.00009898956,0.00008782377,0.0005112895,0.00003200453,0.00008979902],"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":[0.00001009579,0.00005162782,3.926991e-7,0.08658566,0.00008274552,0.00001052293,0.00001003754,0.0001061172,0.003456961,0.001147259,0.0008058386,0.9077327],"study_design_scores_gemma":[0.0002476278,0.00005515111,2.871077e-7,0.001306266,0.00006928232,0.00005459103,0.000002761682,0.0002810883,0.02031967,0.0001037541,0.9769315,0.0006280692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002175039,0.9950514,0.001188512,0.0001306039,0.001538087,0.001028601,0.00004015717,0.0008989825,0.0001019149],"genre_scores_gemma":[0.0001473213,0.9914518,0.00752654,0.00001815527,0.0003365506,0.0002183955,0.00009431499,0.0001206518,0.00008624554],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9761256,"threshold_uncertainty_score":0.9996619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667942244596496,"score_gpt":0.2782702870467284,"score_spread":0.2615908646007634,"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."}}