{"id":"W4390589486","doi":"10.1186/s13059-023-03156-9","title":"From beer to breadboards: yeast as a force for biological innovation","year":2024,"lang":"en","type":"article","venue":"Genome biology","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; University of British Columbia","funders":"","keywords":"Biology; Yeast; Model organism; Genomics; Proteomics; Computational biology; Saccharomyces cerevisiae; Organism; Sustenance; AKA; Genetics; Biotechnology; Genome; Gene; Ecology; Computer science","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":[0.00210557,0.0004754093,0.0006129585,0.000653212,0.001027129,0.005403535,0.0005480032,0.001584415,0.002285581],"category_scores_gemma":[0.001505606,0.0001404247,0.0003986721,0.0009152074,0.003763346,0.004446699,0.00280422,0.002336893,0.0008107291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001913864,"about_ca_system_score_gemma":0.002146899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001353266,"about_ca_topic_score_gemma":0.001279073,"domain_scores_codex":[0.999162,0.0003036805,0.00004725796,0.0001151345,0.0002546956,0.0001173285],"domain_scores_gemma":[0.9993363,0.0002482339,0.00004971401,0.00003735279,0.0001313349,0.0001971148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003159267,0.00006371681,0.001237653,0.002531116,0.00008623383,0.001521736,0.005119612,0.0006495725,0.01531461,0.6450762,0.04863701,0.2794465],"study_design_scores_gemma":[0.00001986602,0.0001015609,0.0004985043,0.000721074,0.00002350623,0.0004639626,0.002641011,0.0001553383,0.002929713,0.0819031,0.9105166,0.00002567451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01772103,0.8730242,0.00564405,0.06555337,0.006881725,0.00003156535,0.00008118612,0.0001398457,0.03092297],"genre_scores_gemma":[0.2056548,0.7521071,0.007319019,0.01492044,0.002891822,0.00005473318,0.0001389195,0.00009187261,0.01682132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005403535,"threshold_uncertainty_score":0.01388609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224787886442099,"score_gpt":0.3392845956081183,"score_spread":0.3070367167436973,"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."}}