{"id":"W4206326884","doi":"10.1128/spectrum.00450-21","title":"On the Ecological Significance of Phenotypic Heterogeneity in Microbial Populations Undergoing Starvation","year":2022,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Narodowym Centrum Nauki; Natural Sciences and Engineering Research Council of Canada; Narodowa Agencja Wymiany Akademickiej; Government of Canada","keywords":"Starvation; Biology; Population; Phenotype; Yeast; Ecology; Monoculture; Genetics; Gene; Demography","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":[0.0004543553,0.0001870827,0.0003394239,0.0003558365,0.0004125456,0.0009310321,0.0004121034,0.0005361889,0.0005114885],"category_scores_gemma":[0.002286527,0.0001475019,0.0002554632,0.0002421197,0.0007716369,0.0005616313,0.0006880574,0.0002865297,0.00005442035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004841704,"about_ca_system_score_gemma":0.0003032679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002140774,"about_ca_topic_score_gemma":0.001687276,"domain_scores_codex":[0.9997969,0.00007927982,0.00001337506,0.00004171025,0.00002806055,0.00004073976],"domain_scores_gemma":[0.998754,0.0006621126,0.0002770107,0.00008598021,0.00007667664,0.0001441938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008491997,0.0003808535,0.2442031,0.0004695177,0.0002712402,0.004653299,0.0009782155,0.3744688,0.2965731,0.04965605,0.001169968,0.0263267],"study_design_scores_gemma":[0.00003587634,0.0003761306,0.203889,0.00003594775,0.00008407042,0.0008654802,0.001560868,0.7479733,0.009892474,0.03423632,0.0009384527,0.0001121189],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993633,0.0001615773,0.004697474,0.0002768456,0.000006816336,0.000007017843,0.00005589062,0.00001767416,0.0011435],"genre_scores_gemma":[0.9995196,0.00004905459,0.0003146824,0.00001382754,0.000003563269,0.000003650518,0.00001351832,0.000001952227,0.0000801918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002140774,"threshold_uncertainty_score":0.004256606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0256430078523773,"score_gpt":0.264768161040589,"score_spread":0.2391251531882117,"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."}}