{"id":"W4253914205","doi":"10.32920/ryerson.14668251","title":"Interaction between clostridium thermocellum ATCC 27405 and thermoanaerobacterium saccharolyticum DSM 7060 on cellulosic and lignocellulosic substrates: substrate attachment, concentration dynamics, and ethanol production","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Clostridium thermocellum; Cellulosic ethanol; Bioprocess; Biofuel; Chemistry; Cellulose; Substrate (aquarium); Lignocellulosic biomass; Pulp and paper industry; Bioconversion; Food science; Biochemical engineering; Fermentation; Cellulase; Biotechnology; Biochemistry; Chemical engineering; Biology; Engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002765004,0.000381908,0.0002919045,0.0001941561,0.0002325717,0.0004656175,0.0002126076,0.0002648593,0.0009363948],"category_scores_gemma":[0.0002773873,0.0001492271,0.0002925224,0.0003025358,0.0001264171,0.0001280541,0.0003930962,0.0002615993,0.0002204815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003419915,"about_ca_system_score_gemma":0.0004667388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006363918,"about_ca_topic_score_gemma":0.004047639,"domain_scores_codex":[0.9996237,0.00006177519,0.00002107286,0.000046588,0.0001073264,0.0001394667],"domain_scores_gemma":[0.9998786,0.0000383136,0.00001879569,0.00001141824,0.00002082045,0.00003187719],"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":[0.0001976647,0.00008954448,0.001168663,0.0000326455,0.00001336637,0.00007720727,0.00003004982,0.0002755262,0.9964036,0.00005782744,0.00005021079,0.001603605],"study_design_scores_gemma":[0.00003315789,0.0005818456,0.01595415,0.00001015798,0.00003495964,0.0001252774,0.0001251858,0.005102902,0.9769098,0.00005696616,0.001051771,0.00001385609],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988536,0.0001900979,0.0003283063,0.00002178319,0.00001419641,0.000007810794,0.0001175302,0.000006308024,0.000460442],"genre_scores_gemma":[0.9966127,0.000243033,0.001048939,0.00002752876,0.000007267259,0.000018819,0.0005232586,0.000006844756,0.001511649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006363918,"threshold_uncertainty_score":0.01265377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01875188585750366,"score_gpt":0.2306844967890479,"score_spread":0.2119326109315442,"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."}}