{"id":"W2038107842","doi":"10.1139/w02-013","title":"Biotransformation of waste lignin products by the soil-inhabiting yeast<i>Trichosporon pullulans</i>","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vedecká Grantová Agentúra MŠVVaŠ SR a SAV","keywords":"Lignin; Biodegradation; Lignin peroxidase; Biotransformation; Yeast; Chemistry; Aureobasidium pullulans; Trichosporon; Peroxidase; Enzyme; Biochemistry; Organic chemistry; Fermentation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003835632,0.00009552461,0.0001655326,0.00004077159,0.0001199243,0.00001888794,0.000274178,0.0001107329,0.0001531033],"category_scores_gemma":[0.0001060826,0.00003632858,0.00006250828,0.0003150351,0.0001121537,0.0001241304,0.000005643559,0.0001887056,0.00001636863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004891878,"about_ca_system_score_gemma":0.0000433893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765185,"about_ca_topic_score_gemma":0.01133404,"domain_scores_codex":[0.9990705,0.0001190289,0.0004011636,0.00009927449,0.00005297027,0.0002570366],"domain_scores_gemma":[0.9992452,0.00007143425,0.000334867,0.00004351802,0.0001798623,0.0001251067],"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":[0.000003578805,0.00001113613,0.001003904,0.000005008259,0.00001259924,0.000003970489,0.000214337,0.000009058379,0.956728,0.00001973081,0.03131112,0.0106775],"study_design_scores_gemma":[0.0003614143,0.0005020938,0.001928441,0.00007116029,0.00004076668,0.0005257896,0.0009028665,0.00004299167,0.8464035,0.00004348489,0.1489585,0.0002189254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915377,0.002013399,0.000004195478,0.005657039,0.000228934,0.0001102616,0.0001559963,0.00000423293,0.0002882337],"genre_scores_gemma":[0.9991999,0.00009280005,0.00002843939,0.0002501677,0.0001879406,9.202852e-7,0.00009270574,0.000001166643,0.0001459809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176474,"threshold_uncertainty_score":0.6324661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097698724315089,"score_gpt":0.1598469421712893,"score_spread":0.1488699549281384,"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."}}