{"id":"W1975650281","doi":"10.1016/j.enzmictec.2015.04.001","title":"Fungal demethylation of Kraft lignin","year":2015,"lang":"en","type":"article","venue":"Enzyme and Microbial Technology","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Lignin; Demethylation; Chemistry; Organic chemistry; Kraft paper; Biochemistry; Food science; Chromatography; Pulp and paper industry","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":[0.00005310147,0.00006934514,0.0001100266,0.00007589079,0.00001040675,0.000003476996,0.00006836282,0.0001843446,0.000003118347],"category_scores_gemma":[0.000009912334,0.00007169167,0.00001438751,0.0001043475,0.00005766819,0.00002911058,0.00003311022,0.0001004614,0.00001065404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349073,"about_ca_system_score_gemma":0.00001203204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003249859,"about_ca_topic_score_gemma":0.000002381679,"domain_scores_codex":[0.9996517,0.000003148173,0.0001120656,0.00008013738,0.0000288254,0.0001240885],"domain_scores_gemma":[0.9998202,0.000006448764,0.0000165889,0.0001014492,0.00002153719,0.00003375533],"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":[6.399501e-7,0.000006511333,0.0002903562,0.00001998444,0.00001269214,0.000002207343,0.00006408781,0.0000164721,0.9754492,0.0004334873,0.02316013,0.0005442213],"study_design_scores_gemma":[0.0002758102,0.00002688701,0.000004667858,0.000009281337,0.000007388401,0.00002565895,0.0000614403,0.00004462487,0.9844046,0.0007047303,0.01436093,0.00007402933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955963,0.001589744,0.0002158959,0.000110182,0.0001589989,0.00004426684,0.00000620376,0.0002851661,0.001993164],"genre_scores_gemma":[0.998481,0.00003874199,0.001249978,0.00001183856,0.00005386323,0.000002523707,0.000004054909,0.00001041661,0.0001475461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008955337,"threshold_uncertainty_score":0.2923501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009067586987187366,"score_gpt":0.1984976545409279,"score_spread":0.1894300675537405,"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."}}