{"id":"W2068343664","doi":"10.1385/abab:91-93:1-9:117","title":"Fermentation Performance Assessment of a Genomically Integrated Xylose-Utilizing Recombinant of Zymomonas mobilis 39676","year":2001,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Renewable Energy Laboratory; U.S. Department of Energy","keywords":"Zymomonas mobilis; Xylose; Fermentation; Food science; Hydrolysate; Corn stover; Acetic acid; Stover; Chemistry; Ethanol fuel; Biochemistry; Hemicellulose; Sugar; Botany; Biology; Hydrolysis; Horticulture","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":[],"consensus_categories":[],"category_scores_codex":[0.00009467309,0.0001256446,0.0001807103,0.00007196589,0.00003129717,0.000004144053,0.0001075141,0.0003238165,0.00003194697],"category_scores_gemma":[0.000003812634,0.0001129361,0.00002664271,0.0002158649,0.0001916068,0.00002386583,0.00004658335,0.0001861251,0.000001356763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004419452,"about_ca_system_score_gemma":0.00001731433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006591951,"about_ca_topic_score_gemma":3.207249e-7,"domain_scores_codex":[0.9993292,0.000004204692,0.0002605883,0.0002014213,0.00006553069,0.0001390426],"domain_scores_gemma":[0.9996862,0.000006539318,0.00007006763,0.0001825419,0.0000270589,0.00002762841],"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":[0.00002970934,0.0000502948,0.0006938361,0.0002896272,0.00002501916,5.465064e-7,0.00001578457,0.00001783048,0.9786118,0.0001410568,0.00005280823,0.02007167],"study_design_scores_gemma":[0.0003639714,0.00007113795,0.001364007,0.00002511855,0.00001412251,0.00002135068,0.0003825288,0.002265768,0.9938089,0.00004748564,0.001517079,0.0001185926],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980134,0.0001371274,0.0001833052,0.0001757177,0.00007561412,0.0001324695,0.000005427491,0.0001168199,0.001160072],"genre_scores_gemma":[0.9967789,0.001433031,0.001670211,0.00001094265,0.00001306779,0.00001024139,0.00003265669,0.000008723733,0.0000422138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01995308,"threshold_uncertainty_score":0.4605402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007277331054317818,"score_gpt":0.2104706565785266,"score_spread":0.2031933255242087,"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."}}