{"id":"W3215857462","doi":"10.1002/btpr.3226","title":"Lignin degradation by microorganisms: A review","year":2021,"lang":"en","type":"review","venue":"Biotechnology Progress","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":166,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"","keywords":"Lignin; Biodegradation; Microorganism; Degradation (telecommunications); Microbial biodegradation; Biopolymer; White rot; Pulp and paper industry; Chemistry; Bacteria; Biochemical engineering; Biotechnology; Biology; Polymer; Organic chemistry; Engineering","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001032556,0.0005043455,0.001530743,0.0000934252,0.00004056975,0.00003221914,0.0005833378,0.001721414,0.00002633199],"category_scores_gemma":[0.00002379952,0.0004628588,0.000279993,0.000599231,0.0001368193,0.00003488978,0.0001425361,0.0007265451,0.0001544634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001260259,"about_ca_system_score_gemma":0.00008126515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.509044e-7,"about_ca_topic_score_gemma":1.792594e-7,"domain_scores_codex":[0.9984728,0.00003621174,0.0005393801,0.0004571272,0.0001225483,0.0003719388],"domain_scores_gemma":[0.9990258,0.00002313809,0.0001413275,0.0007160053,0.00003099747,0.00006272765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.129683e-8,0.00001715022,1.140976e-7,0.05646266,0.0001449415,0.00002502359,9.266337e-7,2.253868e-9,0.0001391822,0.00003908534,0.266571,0.6765999],"study_design_scores_gemma":[0.00004574181,0.00000921057,1.496773e-9,0.04862784,0.0004359339,0.0001739348,0.0000026055,4.415913e-7,0.05364468,0.000002862938,0.8966523,0.0004044565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.798503e-7,0.9973567,0.00001492324,0.000192934,0.0002554627,0.0005273004,0.00008498337,0.001296067,0.0002708373],"genre_scores_gemma":[7.989408e-7,0.9972938,0.000952054,0.00004273334,0.00007096653,0.000280548,0.0008976974,0.0001185053,0.0003429393],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6761954,"threshold_uncertainty_score":0.9997823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01441861271964976,"score_gpt":0.2728766704016086,"score_spread":0.2584580576819588,"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."}}