{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001357158,0.0005423767,0.0003882013,0.0001932117,0.0001727734,0.0006386705,0.000229675,0.0002022143,0.000619482],"category_scores_gemma":[0.0001301076,0.0001892379,0.0002999364,0.0003205861,0.0001908683,0.0003073062,0.0003108078,0.0003677092,0.0002737987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002957258,"about_ca_system_score_gemma":0.0003162526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002679855,"about_ca_topic_score_gemma":0.003264778,"domain_scores_codex":[0.9999011,0.00001546822,0.00001500636,0.00001820107,0.00002684424,0.00002347021],"domain_scores_gemma":[0.9999242,0.00001230108,0.00001542165,0.00001021882,0.00001134054,0.00002661694],"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":[0.0003274184,0.00008690599,0.0004404817,0.0000211931,0.00001220918,0.0001038888,0.00003820741,0.0002916503,0.9974908,0.00009954588,0.00002359176,0.001064234],"study_design_scores_gemma":[0.00001609094,0.0003015802,0.001582187,0.000004645954,0.00002118415,0.00008338654,0.00006994161,0.001050614,0.9963812,0.00002658748,0.0004549051,0.000007807549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991216,0.00008775874,0.0003983466,0.00001835059,0.00001063861,0.000003191562,0.00007785017,0.00001460832,0.0002678049],"genre_scores_gemma":[0.9972016,0.0001180483,0.0006119544,0.000007336752,0.000004034804,0.000003345611,0.0003393161,0.00002080661,0.001693608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002679855,"threshold_uncertainty_score":0.005328596,"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."}}