{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001058067,0.0005328699,0.0002115922,0.0001440273,0.0001022403,0.0002518575,0.0001296355,0.0001800513,0.0003653573],"category_scores_gemma":[0.0001393162,0.00006851931,0.0002045617,0.0001670927,0.0001057403,0.0001821426,0.0001844728,0.000229059,0.0001516139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278948,"about_ca_system_score_gemma":0.0002143158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153444,"about_ca_topic_score_gemma":0.001712059,"domain_scores_codex":[0.9998964,0.00001487631,0.000007570764,0.00001706417,0.00003759916,0.00002647026],"domain_scores_gemma":[0.9998925,0.000018555,0.00003576354,0.000009364555,0.00002472477,0.00001922012],"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":[0.00003977192,0.00001587411,0.001016527,0.00002388588,0.000004316997,0.00006276442,0.00001299712,0.00003647662,0.9977486,0.00001366203,0.000004327722,0.001020871],"study_design_scores_gemma":[0.000002240371,0.0002168137,0.007220811,0.000002434485,0.00001119807,0.0001783434,0.00006868385,0.0001706193,0.9918718,0.00001371416,0.0002408041,0.000002540872],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987113,0.0003017642,0.0006860432,0.00001534806,0.000003471602,0.000007596218,0.00007086733,0.000008829853,0.000194631],"genre_scores_gemma":[0.9971516,0.0004089837,0.001598701,0.00001186073,0.000002520096,0.000007090738,0.0002903757,0.00000731606,0.000521587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001153444,"threshold_uncertainty_score":0.002293527,"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."}}