{"id":"W2906716267","doi":"10.1139/cjm-2018-0535","title":"Enhanced depolymerization and utilization of raw lignocellulosic material by co-cultures of <i>Ruminiclostridium thermocellum</i> with hemicellulose-utilizing partners","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Clostridium thermocellum; Hemicellulose; Cellulose; Bioprocess; Biochemistry; Hydrolysis; Chemistry; Microbial consortium; Depolymerization; Cellulase; Food science; Biology; Organic chemistry; Microorganism; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002866911,0.0008968948,0.0005860952,0.0002102536,0.0001532942,0.0006812162,0.0004271932,0.0003435827,0.0005591103],"category_scores_gemma":[0.0001843694,0.0001893998,0.0004533358,0.0003699153,0.0001371119,0.0003877026,0.0006811309,0.0005650893,0.0003650372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002301637,"about_ca_system_score_gemma":0.000224484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007528426,"about_ca_topic_score_gemma":0.001138035,"domain_scores_codex":[0.9997237,0.00004312586,0.0000321199,0.00007049083,0.00006848769,0.00006187282],"domain_scores_gemma":[0.9998802,0.00001488119,0.00003724456,0.00002138949,0.00001838393,0.00002802467],"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":[0.00003222062,0.00003157967,0.00008468173,0.00002142053,0.000004351389,0.00003172096,0.00001001222,0.00005432464,0.9990774,0.00001654244,0.00001133678,0.0006243066],"study_design_scores_gemma":[0.000004577866,0.0001549911,0.001064348,0.000005565992,0.0000168578,0.00007703323,0.00002730313,0.0006931479,0.9970877,0.000007135896,0.0008566809,0.000004554421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951265,0.0007240081,0.002619374,0.00005522056,0.00002585511,0.00003811507,0.0001906175,0.00006379531,0.001156462],"genre_scores_gemma":[0.9873493,0.0007151161,0.008506491,0.00004134756,0.00001288335,0.00005972759,0.0008510768,0.00005473468,0.00240932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008968948,"threshold_uncertainty_score":0.001870453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007446253749501097,"score_gpt":0.20248373882233,"score_spread":0.1950374850728289,"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."}}