{"id":"W1948708816","doi":"10.1002/bbb.1564","title":"Enhanced biobutanol production using novel clostridial fusants in simultaneous saccharification and fermentation of green renewable agriculture residues","year":2015,"lang":"en","type":"article","venue":"Biofuels Bioproducts and Biorefining","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Agriculture and Agri-Food Canada","keywords":"Clostridium beijerinckii; Clostridium thermocellum; Clostridium acetobutylicum; Clostridia; Fermentation; Clostridium; Food science; Clostridiaceae; Chemistry; Hydrolysis; Enzymatic hydrolysis; Biotechnology; Butanol; Biochemistry; Cellulase; Biology; Bacteria; Enzyme; Ethanol","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003128218,0.000205043,0.0002208133,0.0002179811,0.00007035863,0.00003912359,0.00006543397,0.0001777883,0.000003015745],"category_scores_gemma":[0.0001304851,0.0001717857,0.00001825529,0.0005000384,0.0001051828,0.0002808387,0.00003839106,0.0001192105,0.000001590504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006994473,"about_ca_system_score_gemma":0.00003003232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007559453,"about_ca_topic_score_gemma":0.00005657564,"domain_scores_codex":[0.998732,0.00002468959,0.0003806092,0.000461666,0.0001819873,0.000219003],"domain_scores_gemma":[0.9994587,0.000009254467,0.0001305241,0.0001704735,0.0001437437,0.00008731746],"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":[0.00007074494,0.00004338172,0.001158593,0.0001792828,0.00001257093,8.256585e-7,0.0008005679,0.0006364667,0.9884174,0.000009729694,0.00002019047,0.008650209],"study_design_scores_gemma":[0.0006586121,0.0001162023,0.002230903,0.000110705,0.00002537363,0.00002237332,0.001126166,0.002445997,0.9923531,0.00008951131,0.0005383301,0.0002827295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970215,0.001483884,0.000193541,0.0002739463,0.0005522494,0.0003050803,0.00002376801,0.0000948325,0.00005119354],"genre_scores_gemma":[0.9957421,0.0005937367,0.003261163,0.00001245854,0.0002301638,0.000004326899,0.00004195532,0.0000173103,0.00009678499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008367479,"threshold_uncertainty_score":0.7005219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03580774635650114,"score_gpt":0.2391340788371778,"score_spread":0.2033263324806766,"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."}}