{"id":"W1987964046","doi":"10.1016/j.biortech.2003.08.011","title":"Xylose fermentation by genetically modified Saccharomyces cerevisiae 259ST in spent sulfite liquor","year":2003,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":false,"ca_institutions":"Tembec; University of British Columbia Hospital","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Xylose; Fermentation; Xylitol; Chemistry; Yeast; Food science; Sulfite; Sugar; Ethanol; Ethanol fuel; Pichia stipitis; Glycerol; Xylose metabolism; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001142483,0.0001699965,0.0001673048,0.0003323026,0.0000384404,0.00002006502,0.0001707939,0.0003043027,0.0001993191],"category_scores_gemma":[0.0000286417,0.0001673417,0.00003465405,0.000459205,0.0001031964,0.00004236832,0.00003088822,0.0002180067,0.000138992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000907565,"about_ca_system_score_gemma":0.000008319071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007320477,"about_ca_topic_score_gemma":0.000003053942,"domain_scores_codex":[0.9990256,0.00002923773,0.0002514055,0.0002896783,0.0001077337,0.0002963161],"domain_scores_gemma":[0.9996179,0.000007370089,0.00003341275,0.0002664071,0.00001926608,0.0000556673],"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":[0.00003388767,0.0001750142,0.006984999,0.0001535186,0.00003740689,0.00001442458,0.000146196,0.0003734431,0.9431921,0.002611234,0.009268746,0.03700903],"study_design_scores_gemma":[0.001384617,0.0001707281,0.003261114,0.00003703619,0.00001896777,0.00003796767,0.0004769597,0.002031896,0.715179,0.0008300214,0.2760447,0.0005269867],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940431,0.001630324,0.0005689156,0.001157596,0.0001823829,0.0003005505,0.000007815647,0.0005577581,0.001551571],"genre_scores_gemma":[0.9983287,0.0003981247,0.0008638563,0.00008670466,0.00002529552,0.00002323104,0.00001502884,0.00002486874,0.0002341471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2667759,"threshold_uncertainty_score":0.6823996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007954045650400325,"score_gpt":0.2063209780952378,"score_spread":0.1983669324448375,"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."}}