{"id":"W2992368140","doi":"10.1534/g3.119.400743","title":"Evaluation of<i>Saccharomyces cerevisiae</i>Wine Yeast Competitive Fitness in Enologically Relevant Environments by Barcode Sequencing","year":2019,"lang":"en","type":"article","venue":"G3 Genes Genomes Genetics","topic":"Fermentation and Sensory Analysis","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wine Australia; Alberta Water Research Institute","keywords":"Wine; Yeast; Saccharomyces cerevisiae; Barcode; Yeast in winemaking; Biology; Strain (injury); Food science; Biotechnology; Computational biology; Computer science; Genetics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005131052,0.0004462196,0.0003579178,0.000478228,0.0002405213,0.0006111128,0.000357612,0.0003237046,0.0007173198],"category_scores_gemma":[0.0007339885,0.0001367596,0.0003840793,0.0005044059,0.0002099668,0.0002596945,0.0004487924,0.0004325502,0.0003755746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002347501,"about_ca_system_score_gemma":0.0001741596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002456663,"about_ca_topic_score_gemma":0.00317314,"domain_scores_codex":[0.9993721,0.0001208786,0.00006575715,0.0001392939,0.0002372622,0.00006476201],"domain_scores_gemma":[0.9992126,0.0001918809,0.0001766689,0.00007825709,0.0002499031,0.00009067771],"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":[0.00008757915,0.0000466994,0.00223144,0.00002383023,0.00001322023,0.00001844982,0.00004223552,0.0001426499,0.9957182,0.00003217632,0.00003285697,0.00161072],"study_design_scores_gemma":[0.000003912617,0.0006938591,0.03058599,0.000007556468,0.00003405436,0.0001498845,0.0001719829,0.002162793,0.9654264,0.00004506219,0.0006973524,0.00002116238],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897345,0.0001621568,0.007926065,0.00004315079,0.00001216279,0.0000486852,0.001235747,0.0001088654,0.0007286574],"genre_scores_gemma":[0.9748254,0.0002363794,0.01868291,0.00006435439,0.000006717658,0.00009933023,0.004199722,0.000106457,0.001778539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002456663,"threshold_uncertainty_score":0.00488472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03351132508466768,"score_gpt":0.2430600084658676,"score_spread":0.2095486833812,"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."}}