{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002905162,0.0000964803,0.0001127073,0.0000609636,0.000173073,0.000005427981,0.0002605463,0.00007297737,0.0002419838],"category_scores_gemma":[0.00006556096,0.0000775026,0.00006129544,0.0001588297,0.000124397,0.00000109084,0.0002350269,0.0002055873,0.000008473014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005330381,"about_ca_system_score_gemma":0.00009018792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003687739,"about_ca_topic_score_gemma":0.001129778,"domain_scores_codex":[0.9989068,0.000318542,0.0001986907,0.0002781794,0.00005056681,0.0002472555],"domain_scores_gemma":[0.9995977,0.00005934221,0.00007025621,0.0002355891,0.00001754928,0.00001960076],"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":[0.000152423,0.0001536801,0.008740485,0.000004428271,0.00001434165,0.000001468977,0.00002053753,0.003564364,0.9841524,0.002290526,0.0008654075,0.00003988842],"study_design_scores_gemma":[0.0006947267,0.00133855,0.0377768,0.000005260545,0.000006347796,0.00002411694,0.0001029819,0.0001265625,0.9526269,0.002922758,0.00416961,0.0002053508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977345,0.0001203371,0.0001340923,0.00128421,0.0001458883,0.0002631059,0.0001009157,0.000004402851,0.0002125808],"genre_scores_gemma":[0.9990478,0.00001361691,0.0001066681,0.0003744526,0.00004227425,0.00004404429,0.000201715,0.000009113956,0.0001603054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03152552,"threshold_uncertainty_score":0.3160464,"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."}}