{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002300726,0.001371717,0.001667618,0.00389018,0.0002849145,0.001072761,0.001117383,0.001335933,0.002512207],"category_scores_gemma":[0.002167285,0.0004781835,0.0009343361,0.004141102,0.0005619732,0.001965137,0.0009954988,0.002007769,0.002047157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005845237,"about_ca_system_score_gemma":0.001353771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001014825,"about_ca_topic_score_gemma":0.001383766,"domain_scores_codex":[0.9989723,0.0001802246,0.000106629,0.0002783279,0.0003932201,0.000069356],"domain_scores_gemma":[0.998085,0.0008419888,0.0002591987,0.00008825271,0.0006121304,0.0001134827],"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":[0.00009026923,0.0000830366,0.0008069715,0.02366833,0.0001910704,0.0003130244,0.0001349453,0.0008255404,0.03038255,0.002782496,0.01070422,0.9300175],"study_design_scores_gemma":[0.00002156698,0.0002587636,0.004908804,0.002808758,0.0004257999,0.002239843,0.0001609863,0.0005987044,0.01536893,0.003423855,0.9696774,0.0001063843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001063618,0.9918325,0.004100998,0.0004091917,0.0003694975,0.00003204904,0.0001526765,0.00005225961,0.001987141],"genre_scores_gemma":[0.003203579,0.9860564,0.008197732,0.0003652727,0.0003234714,0.00004660875,0.0004138557,0.00001330022,0.001379651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00389018,"threshold_uncertainty_score":0.01216751,"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."}}