{"id":"W4317809689","doi":"10.3390/fermentation9020092","title":"Mutagenesis of Novel Clostridial fusants for Enhanced Green Biobutanol Production from Agriculture Waste","year":2023,"lang":"en","type":"article","venue":"Fermentation","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mutagenesis; Yield (engineering); Chemistry; Acetone; Biofuel; Butanol; Isobutanol; Biotechnology; Biology; Ethanol; Mutant; Biochemistry; Gene","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":[0.0003175406,0.0008493136,0.0003485433,0.0003631965,0.0002227075,0.0002787739,0.000390645,0.0003647863,0.0006888197],"category_scores_gemma":[0.0002753164,0.000153377,0.0003925524,0.0004269557,0.0001889887,0.0001961991,0.0004388359,0.0004840451,0.000200813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003678819,"about_ca_system_score_gemma":0.0004070654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234319,"about_ca_topic_score_gemma":0.001868705,"domain_scores_codex":[0.9996582,0.00005175841,0.00004526692,0.00004630157,0.0001419526,0.00005648558],"domain_scores_gemma":[0.9998577,0.00002180854,0.0000564837,0.00001508108,0.00002468781,0.00002428518],"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":[0.00004907333,0.0000284181,0.00009363313,0.00002708991,0.000005205431,0.00009760672,0.00001489679,0.0001312177,0.9983073,0.00008711925,0.00002005773,0.001138237],"study_design_scores_gemma":[0.000008411704,0.0001334178,0.00118973,0.000007867596,0.00001457636,0.0002271332,0.00003027814,0.0010898,0.9957253,0.000039169,0.001525432,0.00000895143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821863,0.0003446164,0.01532604,0.0001287766,0.00007535797,0.0001279337,0.000691989,0.0001456803,0.0009732341],"genre_scores_gemma":[0.9794333,0.0004549276,0.01685415,0.00005175554,0.000009697562,0.00008308663,0.0009177047,0.0001038472,0.002091496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001234319,"threshold_uncertainty_score":0.002669156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195035809248481,"score_gpt":0.2384023668691889,"score_spread":0.2164520087767041,"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."}}