{"id":"W4250843161","doi":"10.32920/ryerson.14661153.v1","title":"Enhanced Green Production of Biobutanol by Novel Fusants of Two and Three Clostridia","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":"Clostridia; Clostridium beijerinckii; Fermentation; Butanol; Mesophile; Protoplast; Thermostability; Food science; Chemistry; Hydrolysis; Clostridium thermocellum; Enzymatic hydrolysis; Biochemistry; Biotechnology; Bacteria; Biology; Cellulase; Enzyme; Ethanol","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":[0.000144856,0.0006774844,0.0002605203,0.0002684463,0.0002008614,0.0002606095,0.0002376901,0.0003055857,0.0003420706],"category_scores_gemma":[0.00008300132,0.0001390957,0.0003405918,0.0002806527,0.0001666596,0.0002989261,0.0004081098,0.0004139482,0.00009805059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003200632,"about_ca_system_score_gemma":0.0002296562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005421806,"about_ca_topic_score_gemma":0.0007736289,"domain_scores_codex":[0.9998673,0.00001518659,0.00001019509,0.00002767761,0.00004961852,0.00003000325],"domain_scores_gemma":[0.9999443,0.000006246653,0.00002186887,0.000006203263,0.000006566971,0.00001483186],"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":[0.00002993771,0.00001173301,0.00006283444,0.000009287732,0.000002204654,0.00003510985,0.000008354802,0.00005506976,0.9992189,0.00005883214,0.000004905786,0.0005027822],"study_design_scores_gemma":[0.00000989636,0.0001755437,0.001242319,0.000002309345,0.00001579842,0.0002084347,0.00002907163,0.000996738,0.9961438,0.00003989983,0.001130452,0.000005804635],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989863,0.0003148257,0.008907878,0.00005906836,0.00003171102,0.00003191161,0.0001661919,0.000077641,0.0005477321],"genre_scores_gemma":[0.9921166,0.0002913972,0.006025875,0.00002009308,0.000004987768,0.00002575557,0.0003457329,0.00002135426,0.001148142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006774844,"threshold_uncertainty_score":0.002322197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622670078803506,"score_gpt":0.2251099995238351,"score_spread":0.2088832987358001,"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."}}