{"id":"W3118463590","doi":"10.1007/s00449-020-02490-7","title":"Cross-feeding and wheat straw extractives enhance growth of Clostridium thermocellum-containing co-cultures for consolidated bioprocessing","year":2021,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; BioFuelNet Canada; University of Manitoba","keywords":"Bioprocess; Clostridium thermocellum; Industrial and production engineering; Food science; Straw; Thermophile; Fermentation; Chemistry; Biotechnology; Bacteria; Biology; Botany; Biochemistry; Agronomy; Hydrolysis; Cellulase","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":[0.0001778764,0.0002546877,0.0003279827,0.0001045044,0.0001266809,0.0001639274,0.00007775121,0.0001875091,0.000009570325],"category_scores_gemma":[0.00004502473,0.000231574,0.00004902703,0.0002116115,0.00007087783,0.0003046835,0.00002712569,0.0001354567,4.747972e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000257435,"about_ca_system_score_gemma":0.00002381196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001457694,"about_ca_topic_score_gemma":0.000001178211,"domain_scores_codex":[0.9988864,0.000007249322,0.0003487382,0.0003547111,0.0001220928,0.0002808054],"domain_scores_gemma":[0.9994701,0.0000429371,0.00008234866,0.00009915716,0.0002072963,0.00009812787],"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":[0.00002697663,0.00001286353,0.0008407068,0.005327254,0.00005112822,0.000003257155,0.0003973526,0.00005083947,0.9922287,0.00009574893,0.00001625494,0.0009488476],"study_design_scores_gemma":[0.0004321182,0.00004781422,0.0006525224,0.0004274472,0.00002537495,0.00006564568,0.000793787,0.005645955,0.9905949,0.00001013635,0.0009952015,0.0003090892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872195,0.009834242,0.001865347,0.00004674344,0.0003772225,0.0002100343,0.00006232318,0.000215654,0.0001689232],"genre_scores_gemma":[0.998369,0.0006128111,0.0006660253,0.000007455287,0.0002081716,0.00001690908,0.00002641922,0.00003619482,0.00005695513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01114955,"threshold_uncertainty_score":0.9443315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009881864006533578,"score_gpt":0.2513509480905452,"score_spread":0.2414690840840116,"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."}}