{"id":"W4292851275","doi":"10.1088/1478-3975/ac8c17","title":"Non-genetic resistance facilitates survival while hindering the evolution of drug resistance due to intraspecific competition","year":2022,"lang":"en","type":"article","venue":"Physical Biology","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drug resistance; Biology; Population; Resistance (ecology); Genetics; Intraspecific competition; Competition (biology); Genetic model; Evolutionary biology; Ecology; Gene; Medicine","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":[0.0002612,0.0002608914,0.0004172851,0.0002484517,0.0003226724,0.0007301185,0.0005099055,0.0005100612,0.001289421],"category_scores_gemma":[0.001076936,0.0002187767,0.0004601181,0.0001507326,0.0006796984,0.0008021069,0.0006854472,0.0004521751,0.0001715208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000792185,"about_ca_system_score_gemma":0.0005752405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003834893,"about_ca_topic_score_gemma":0.003339866,"domain_scores_codex":[0.999798,0.00005436522,0.000008606553,0.00005626298,0.0000363055,0.00004649776],"domain_scores_gemma":[0.999465,0.000197294,0.0001815747,0.00004613867,0.00003521891,0.00007468732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001923479,0.000214499,0.03099556,0.0002669345,0.0001670131,0.0006395498,0.0002300406,0.595075,0.2958829,0.05867887,0.001009381,0.01664789],"study_design_scores_gemma":[0.00002521979,0.0001440778,0.01629012,0.00001177896,0.00004751639,0.0002646968,0.00007542059,0.9623141,0.007526346,0.01197638,0.00128816,0.00003611907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574759,0.0005474798,0.03646371,0.0004493673,0.00002765626,0.00001422625,0.00006388439,0.00007660836,0.004881329],"genre_scores_gemma":[0.997264,0.0002258432,0.0016786,0.00004891897,0.000005116834,0.00001274731,0.00001955577,0.000007890537,0.000737312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003834893,"threshold_uncertainty_score":0.007625163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006770004851726333,"score_gpt":0.227229245915976,"score_spread":0.2204592410642497,"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."}}