{"id":"W2283589101","doi":"10.7150/ijbs.13537","title":"Recent Developments in Using Advanced Sequencing Technologies for the Genomic Studies of Lignin and Cellulose Degrading Microorganisms","year":2015,"lang":"en","type":"review","venue":"International Journal of Biological Sciences","topic":"Enzyme-mediated dye degradation","field":"Agricultural and Biological Sciences","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Lignin; Hemicellulose; Lignocellulosic biomass; Cellulose; Biology; Secondary cell wall; Microorganism; Computational biology; Genomics; Cell wall; Biotechnology; Genome; Bacteria; Botany; Gene; Biochemistry; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001998098,0.0001849981,0.0006439801,0.0001022713,0.0000982573,0.00005517977,0.0009501179,0.0001640618,0.000002670889],"category_scores_gemma":[0.001176203,0.00005414108,0.0001183953,0.0004497608,0.0004444996,0.0001407763,0.0002328993,0.0001915167,5.054593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003303252,"about_ca_system_score_gemma":0.0001426163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001295007,"about_ca_topic_score_gemma":0.00003249669,"domain_scores_codex":[0.9982867,0.0001235778,0.0008236172,0.000240206,0.000333688,0.0001922607],"domain_scores_gemma":[0.9970458,0.001382638,0.001079592,0.00002636854,0.0004331497,0.00003245732],"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":[0.000009028703,0.00001941241,0.0002545548,0.00003555851,0.00006639724,0.000004751957,0.00006558587,0.000005975153,0.007547468,0.00007747175,0.00001920655,0.9918946],"study_design_scores_gemma":[0.0008651654,0.001813415,0.00117375,0.01181978,0.0003259,0.0006507162,0.01434912,0.0001905217,0.01049185,0.006443907,0.9508256,0.001050207],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1457568,0.8532568,0.000006234245,0.000247812,0.0004252061,0.0002675603,0.00002194358,0.000008595815,0.000009036544],"genre_scores_gemma":[0.01929142,0.9771645,0.003413601,0.00001794162,0.00008969763,0.000009418244,0.000007999127,0.000001054561,0.000004358018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9908444,"threshold_uncertainty_score":0.2207809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3031853051229711,"score_gpt":0.398054146869299,"score_spread":0.09486884174632787,"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."}}