{"id":"W2016281159","doi":"10.1385/abab:98-100:1-9:429","title":"Performance Testing of <e1>Zymomonas mobilis</e1> Metabolically Engineered for Cofermentation of Glucose, Xylose, and Arabinose","year":2002,"lang":"en","type":"article","venue":"Applied Biochemistry and Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Zymomonas mobilis; Xylose; Ethanol fuel; Fermentation; Chemistry; Diammonium phosphate; Hydrolysate; Food science; Corn stover; Corn steep liquor; Sugar; Biomass (ecology); Lignocellulosic biomass; Cellulosic ethanol; Biochemistry; Biotechnology; Hydrolysis; Cellulose; Agronomy; Biology; Urea","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":[0.0001096798,0.0002035681,0.0002854119,0.00009653587,0.00005602328,0.000007620669,0.0001237879,0.0004762826,0.00001635868],"category_scores_gemma":[0.00003958037,0.0001948295,0.00003521745,0.0002805954,0.0002827944,0.00004207284,0.00005820148,0.0001595255,0.000001605155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001673137,"about_ca_system_score_gemma":0.000006566716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001372543,"about_ca_topic_score_gemma":2.423174e-7,"domain_scores_codex":[0.9990382,0.000003814059,0.0003319967,0.0003132045,0.00009175167,0.0002210369],"domain_scores_gemma":[0.9995238,0.00003913839,0.0001000518,0.0002284578,0.00005626983,0.00005235283],"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":[0.00003413207,0.00005447004,0.00007246547,0.0008983011,0.00004032361,2.868611e-7,0.00003116827,0.00003618096,0.9689189,0.0001837802,0.0002165245,0.02951353],"study_design_scores_gemma":[0.0007499692,0.0001031953,0.0003464576,0.00002625359,0.00004635928,0.00002155928,0.00006497363,0.009503286,0.9857178,0.00006078995,0.003157852,0.0002015526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968898,0.001651146,0.0001907844,0.0002746209,0.00006942356,0.0003110263,0.00003942489,0.0001790693,0.0003947168],"genre_scores_gemma":[0.9944501,0.001174009,0.00415912,0.00001965038,0.00005090826,0.00003548039,0.00003173449,0.00001670169,0.00006232246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02931198,"threshold_uncertainty_score":0.7944918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00957346303254188,"score_gpt":0.1849111188553003,"score_spread":0.1753376558227584,"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."}}