{"id":"W4229013079","doi":"10.1007/s12223-022-00974-5","title":"Lignocellulosics in plant cell wall and their potential biological degradation","year":2022,"lang":"en","type":"review","venue":"Folia Microbiologica","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; McGill University","funders":"","keywords":"Hemicellulose; Lignin; Cellulose; Cellulase; Laccase; Degradation (telecommunications); Chemistry; Hydrolysis; Decomposition; Depolymerization; Biodegradation; Biochemistry; Organic chemistry; Pulp and paper industry; Enzyme; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0001998028,0.0003980218,0.0007316479,0.000155508,0.00007851824,0.00002711794,0.0002421223,0.0005268462,0.0004272308],"category_scores_gemma":[0.000005897089,0.000254597,0.0001912592,0.0001891701,0.00005964977,0.00003162702,0.0001620925,0.0005921588,0.00006058826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001196946,"about_ca_system_score_gemma":0.00001837633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007121448,"about_ca_topic_score_gemma":8.093091e-7,"domain_scores_codex":[0.9986757,0.0001553381,0.0003858726,0.0004585478,0.00003367019,0.00029086],"domain_scores_gemma":[0.9996119,0.00004975142,0.00009404933,0.0001891159,0.000005494905,0.00004969733],"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":[0.00003890111,0.0003269496,0.00003045723,0.01799219,0.0001857463,0.00008748657,0.000196295,0.00005130876,0.01544952,0.0000392289,0.02293127,0.9426706],"study_design_scores_gemma":[0.0001220594,0.00007463533,0.000003542258,0.000183474,0.00003221928,0.00008861668,0.00003022545,0.00005581789,0.0002797639,0.00001939315,0.9987618,0.0003485002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00135681,0.9967384,0.00002355278,0.0000161358,0.0006535156,0.0005001728,0.0002950538,0.0001863753,0.0002299278],"genre_scores_gemma":[0.001400463,0.9962571,0.000101766,0.00003383281,0.00009110846,0.00004031872,0.001917718,0.00002524762,0.0001324812],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758305,"threshold_uncertainty_score":0.9999906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03855648632497783,"score_gpt":0.2167682694058133,"score_spread":0.1782117830808355,"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."}}