{"id":"W1967600491","doi":"10.1371/journal.pone.0059362","title":"Genomic Evaluation of Thermoanaerobacter spp. for the Construction of Designer Co-Cultures to Improve Lignocellulosic Biofuel Production","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba; Genome Canada","keywords":"Lignocellulosic biomass; Ethanol fuel; Biofuel; Cellulose; Hydrolysis; Biology; Hemicellulose; Biomass (ecology); Food science; Metabolic engineering; Biochemistry; Chemistry; Biotechnology; Enzyme","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":[0.0005168028,0.0006880678,0.0005135694,0.0005511393,0.0001682732,0.0006771436,0.0003757781,0.000397854,0.0005399578],"category_scores_gemma":[0.0006708381,0.0002450057,0.0005282293,0.0008785408,0.0001510277,0.0003188854,0.0006038055,0.0006603141,0.0004744977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002120917,"about_ca_system_score_gemma":0.0003155422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005954877,"about_ca_topic_score_gemma":0.001158907,"domain_scores_codex":[0.9995021,0.00008543715,0.00007963679,0.00009895055,0.0001635018,0.00007045464],"domain_scores_gemma":[0.9996948,0.00006606229,0.00007078439,0.00004329712,0.00008241611,0.00004264469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000062067,0.00007386591,0.0003155318,0.00005079581,0.000008171201,0.00005472459,0.00002935964,0.0001570624,0.9965696,0.00002674782,0.00001941405,0.002632577],"study_design_scores_gemma":[0.00002119259,0.001106958,0.01218357,0.00003466109,0.0001520647,0.0004870206,0.0002647681,0.002114936,0.9797001,0.00007756076,0.003834135,0.00002312964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898834,0.001375892,0.005400194,0.0001310886,0.00003981869,0.0001744875,0.001794997,0.00009330245,0.001106978],"genre_scores_gemma":[0.9632062,0.002164523,0.02394086,0.0001208165,0.0000213852,0.000202547,0.00806839,0.000105011,0.002170311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006880678,"threshold_uncertainty_score":0.002733171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03822039167744764,"score_gpt":0.2280983532396693,"score_spread":0.1898779615622216,"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."}}