{"id":"W2170268062","doi":"10.1139/w10-032","title":"A novel approach for the improvement of ethanol fermentation by <i>Saccharomyces cerevisiae</i>","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fermentation; Saccharomyces cerevisiae; Yeast; Ethanol fuel; Strain (injury); Biology; Ethanol; Saccharomyces; Ethanol fermentation; Biochemistry; Aneuploidy; Gene; Food science; Microbiology; Chromosome","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001158038,0.0006054236,0.0003423781,0.0002330507,0.0001860238,0.0003805495,0.0003489825,0.0002997946,0.0004665695],"category_scores_gemma":[0.00009617823,0.0001545777,0.0003616657,0.000205753,0.0001820537,0.0002997938,0.0004430862,0.0005429322,0.0002353401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002705589,"about_ca_system_score_gemma":0.0002718727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006654994,"about_ca_topic_score_gemma":0.0008146073,"domain_scores_codex":[0.9999002,0.00001186812,0.00001238911,0.00002740006,0.00003244028,0.00001565012],"domain_scores_gemma":[0.9999601,0.000003130674,0.00001630687,0.000006704548,0.000006700374,0.000007138159],"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":[0.0000218338,0.00002227516,0.0001241876,0.00004767871,0.000005696859,0.00005664671,0.000008144661,0.000104925,0.9933801,0.0002403414,0.00004456155,0.005943662],"study_design_scores_gemma":[0.00001056131,0.0002094015,0.0008629009,0.000005690919,0.00002557039,0.0004854572,0.00001827371,0.001176952,0.9909152,0.0001083474,0.006172249,0.000009401405],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8277414,0.004610868,0.1607345,0.0006046816,0.0002113584,0.0002382655,0.0006515248,0.00110736,0.004100034],"genre_scores_gemma":[0.8846457,0.005247336,0.1047376,0.0001940885,0.00003696434,0.0001141435,0.001158156,0.0001044138,0.003761531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006654994,"threshold_uncertainty_score":0.001963079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009326162746484946,"score_gpt":0.1945793658584418,"score_spread":0.1852532031119568,"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."}}