{"id":"W4232913862","doi":"10.32920/ryerson.14647353","title":"Anaerobic Cellulolytic Microbial Communities from Various Sources of Inocula Under Various Culture Conditions","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cellulose; Hydrolysis; Bioprocess; Biomass (ecology); Food science; Enrichment culture; Microbial consortium; Microbiology; Clostridium; Cellulase; Biology; Chemistry; Microbial population biology; Bacteria; Microorganism; Biochemistry; 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":[0.0007293014,0.0009821329,0.0006391881,0.0005782524,0.0004110056,0.0009145122,0.00056302,0.0003873694,0.0008763662],"category_scores_gemma":[0.0009084949,0.0002424244,0.0003483878,0.000771003,0.0002199182,0.000469362,0.000842099,0.0006262282,0.0004257348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002224034,"about_ca_system_score_gemma":0.0003601697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001023426,"about_ca_topic_score_gemma":0.001190134,"domain_scores_codex":[0.9994324,0.00009080809,0.00008600309,0.0001229224,0.0001804695,0.00008738161],"domain_scores_gemma":[0.9996874,0.0001145719,0.00003073827,0.00002656317,0.00008562684,0.00005499966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002404945,0.00009486742,0.0008125181,0.0001131882,0.00001542192,0.00006493354,0.0000816039,0.0001497961,0.9953986,0.00002671152,0.00003786652,0.002964003],"study_design_scores_gemma":[0.00002710597,0.0005210293,0.01148019,0.00004459525,0.0001016143,0.0002169701,0.0001642215,0.0008211656,0.9849136,0.0000764763,0.001611592,0.00002142869],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925976,0.0009705744,0.002525827,0.00006429418,0.00004543229,0.00009951403,0.001308414,0.00005979843,0.002328593],"genre_scores_gemma":[0.9596545,0.002964209,0.02215228,0.0001128446,0.00008714218,0.0003978886,0.01072092,0.0001110942,0.003798992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001023426,"threshold_uncertainty_score":0.003857017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413082536343861,"score_gpt":0.2085217227833661,"score_spread":0.1943908974199275,"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."}}