{"id":"W992793609","doi":"10.1016/j.cbpa.2015.06.032","title":"Biocatalysts for biomass deconstruction from environmental genomics","year":2015,"lang":"en","type":"review","venue":"Current Opinion in Chemical Biology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Genome British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Genome British Columbia; Tula Foundation","keywords":"Biorefining; Biomass (ecology); Biochemical engineering; Biotechnology; Biofuel; Environmental science; Biorefinery; Ecology; Biology; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001053675,0.0003278271,0.0007349396,0.0001604433,0.00001652438,0.00001020559,0.0002191154,0.000637554,0.00003800882],"category_scores_gemma":[0.00001232704,0.0002930362,0.0002208989,0.00010501,0.0001246068,0.00003695739,0.00008226552,0.0003090177,0.000115898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004859473,"about_ca_system_score_gemma":0.00004278922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000020641,"about_ca_topic_score_gemma":7.430518e-8,"domain_scores_codex":[0.998667,0.00003615431,0.0005195229,0.0004759937,0.00005017221,0.0002511778],"domain_scores_gemma":[0.9995031,0.00005418897,0.0001066385,0.0002287527,0.000008388109,0.00009889191],"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":[0.000005364809,0.00002964361,0.00001230903,0.004650502,0.00003847713,3.419314e-8,0.000008123614,2.114266e-7,0.0009766787,0.000007729098,0.002749919,0.991521],"study_design_scores_gemma":[0.0003087856,0.00001386682,3.478771e-7,0.0005832369,0.00004361921,0.000008466332,0.000006094229,0.00008598966,0.0008508265,0.0002275977,0.9975501,0.0003210125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002199217,0.984415,0.0001652049,0.0000106686,0.01351844,0.0005409531,0.001031385,0.00008735133,0.00001109638],"genre_scores_gemma":[0.00008120279,0.9865187,0.0003301913,0.000001406439,0.001394821,0.0001101208,0.01152752,0.00003443083,0.000001554636],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948002,"threshold_uncertainty_score":0.9999522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08462537012050535,"score_gpt":0.3386826127964855,"score_spread":0.2540572426759802,"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."}}