{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005341602,0.00008793911,0.00008911734,0.00008089343,0.00004433869,0.000008674202,0.00004660338,0.00007460437,0.00002112377],"category_scores_gemma":[0.00001110152,0.00007961006,0.00004434494,0.0002891158,0.00001289718,0.0001285187,0.000009502407,0.00003412179,0.0000274644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959478,"about_ca_system_score_gemma":0.000006008002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003499844,"about_ca_topic_score_gemma":0.000005744807,"domain_scores_codex":[0.9994392,0.00000721815,0.000160853,0.0001719158,0.0001130414,0.0001077984],"domain_scores_gemma":[0.9997793,0.000007326181,0.00004774531,0.00008827307,0.00005410274,0.00002318786],"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":[0.00003939473,0.00002159604,0.00004356508,0.0001073291,0.00002640429,7.793502e-8,0.0003900455,0.001106431,0.9875942,0.000002068419,0.003174593,0.007494242],"study_design_scores_gemma":[0.0005524537,0.0000368276,0.003840724,0.00001772173,0.00002524643,4.259175e-7,0.0007384128,0.002674492,0.9913507,0.00003207159,0.0006326605,0.00009825602],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944412,0.00002379071,0.002872839,0.0002096264,0.001569064,0.0004505851,0.0001706572,0.0002191427,0.00004310133],"genre_scores_gemma":[0.9974402,0.00007338799,0.0006617479,0.0000101462,0.0005512959,0.00004276757,0.0007516475,0.00001299709,0.0004558604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007395986,"threshold_uncertainty_score":0.3246404,"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."}}