{"id":"W1997034934","doi":"10.1016/j.jbiotec.2004.01.017","title":"Continuous ethanol production and evaluation of yeast cell lysis and viability loss under very high gravity medium conditions","year":2004,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":137,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Waterloo","funders":"","keywords":"Bioreactor; Ethanol; Dilution; Ethanol fuel; Yeast; Lysis; Chromatography; Chemistry; Fermentation; Volume (thermodynamics); Viability assay; Biochemistry; Cell; Physics; Organic chemistry; Thermodynamics","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":[0.0003741333,0.0004859741,0.0004210532,0.0003402123,0.0002258139,0.0004978004,0.0004578793,0.0005050414,0.000463267],"category_scores_gemma":[0.000349167,0.0002214662,0.0004837898,0.0005849994,0.0003976435,0.0004755088,0.0004142978,0.0006913118,0.0002629498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002852679,"about_ca_system_score_gemma":0.0002571658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001485686,"about_ca_topic_score_gemma":0.001206348,"domain_scores_codex":[0.9995611,0.00007796966,0.00006294276,0.00008322576,0.0001361955,0.00007849131],"domain_scores_gemma":[0.9995271,0.0001515163,0.00009188827,0.00006456466,0.0001049451,0.00005995717],"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":[0.000319603,0.0000449971,0.0004684122,0.00001839195,0.00000863624,0.00004436934,0.0000343299,0.00006111469,0.9981818,0.0000150621,0.00001586758,0.0007874192],"study_design_scores_gemma":[0.00000753318,0.0002104792,0.002602773,0.000001930317,0.00001788978,0.00004707731,0.0000210071,0.000446823,0.9965166,0.00001064442,0.0001117051,0.000005561139],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936152,0.0006528574,0.00457801,0.0000595656,0.00002359754,0.00002422441,0.0004984781,0.00007210353,0.0004760681],"genre_scores_gemma":[0.9951428,0.0002780543,0.002757946,0.0000279,0.0000104715,0.00002999586,0.0007712016,0.00003346861,0.0009481981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001485686,"threshold_uncertainty_score":0.002954125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00979047590535205,"score_gpt":0.2286218844531159,"score_spread":0.2188314085477638,"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."}}