{"id":"W2168301196","doi":"10.1128/aem.02769-10","title":"Saccharomyces cerevisiae Genome Shuffling through Recursive Population Mating Leads to Improved Tolerance to Spent Sulfite Liquor","year":2011,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; FPInnovations","keywords":"Sulfite; Fermentation; Population; Saccharomyces cerevisiae; Yeast; Biology; DNA shuffling; Food science; Biochemistry; Chemistry; Directed evolution; Mutant; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003166729,0.0005526561,0.0003599262,0.0003421763,0.0001371697,0.0004093214,0.0003137525,0.0002443118,0.0005199019],"category_scores_gemma":[0.0003072561,0.0001777917,0.0003438873,0.0003135226,0.0001821819,0.0001162815,0.0003702166,0.0005461513,0.0002166841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096823,"about_ca_system_score_gemma":0.000217703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005801995,"about_ca_topic_score_gemma":0.0009364515,"domain_scores_codex":[0.9998331,0.00003394258,0.00002408044,0.00003161067,0.00003845476,0.00003869797],"domain_scores_gemma":[0.9998223,0.00004964066,0.00003800177,0.00002670489,0.00002027685,0.0000430605],"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":[0.00009995844,0.00008189247,0.0005409637,0.00001992644,0.00002053023,0.00009672443,0.00003813405,0.0003451662,0.9954531,0.0001344945,0.00003657749,0.003132505],"study_design_scores_gemma":[0.00004636807,0.000528241,0.00846264,0.000006592844,0.00007003514,0.0004193493,0.00007765087,0.004888787,0.9835333,0.00008660697,0.001862842,0.00001756795],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949463,0.0001166193,0.004241241,0.0000300296,0.00001233609,0.0000247318,0.0001341079,0.0001033794,0.0003911242],"genre_scores_gemma":[0.9939201,0.0001869467,0.003960073,0.00002803293,0.000004488413,0.00001913909,0.0007115534,0.00006424234,0.001105504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005801995,"threshold_uncertainty_score":0.001739264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009777916234907326,"score_gpt":0.1793329256999939,"score_spread":0.1695550094650866,"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."}}