{"id":"W3142971625","doi":"10.1101/2021.04.05.438545","title":"Phenotypic heterogeneity is adaptive for microbial populations under starvation","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Fungal and yeast genetics research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Narodowa Agencja Wymiany Akademickiej; Narodowym Centrum Nauki","keywords":"Starvation; Biology; Population; Phenotype; Yeast; Monoculture; Cell biology; Ecology; 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":[0.0001955887,0.00019363,0.0003937574,0.0002706863,0.0002392909,0.0008437467,0.0002521711,0.0003635251,0.0005220972],"category_scores_gemma":[0.0007577008,0.0001375135,0.0003318767,0.0002258705,0.000296539,0.0003246432,0.0006399778,0.0002526327,0.0001004642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004114102,"about_ca_system_score_gemma":0.0001708894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000707931,"about_ca_topic_score_gemma":0.0004423821,"domain_scores_codex":[0.999778,0.00003597776,0.00002183664,0.00006240307,0.00005068966,0.00005120307],"domain_scores_gemma":[0.999495,0.00009804451,0.0002045771,0.00005577263,0.00006881945,0.00007764737],"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":[0.0003141704,0.00008985926,0.05570096,0.000180671,0.00009021449,0.000611549,0.000173442,0.0170928,0.917227,0.001045178,0.0002117142,0.007262511],"study_design_scores_gemma":[0.00005032374,0.0014105,0.5995709,0.0000698014,0.0001779203,0.002215402,0.001547659,0.181363,0.2016606,0.007834007,0.003920956,0.0001790891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956721,0.0002162211,0.003349018,0.0000586539,0.000008723879,0.000009140629,0.00009556581,0.00003104187,0.0005596485],"genre_scores_gemma":[0.9993987,0.00003889434,0.0003644832,0.00001656953,0.000002703602,0.000004985278,0.0000511632,0.000004310261,0.0001180747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008437467,"threshold_uncertainty_score":0.002985001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123322918520815,"score_gpt":0.2763731051528421,"score_spread":0.235139875967634,"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."}}