{"id":"W4317611420","doi":"10.1101/2023.01.18.524570","title":"Hyperparasitism and the evolution of parasite virulence","year":2023,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Engineering and Physical Sciences Research Council; Centre for Doctoral Training in Statistical Applied Mathematics, University of Bath; Natural Sciences and Engineering Research Council of Canada; Natural Environment Research Council; Sight Research UK","keywords":"Virulence; Biology; Parasite hosting; Host (biology); Population; Microbiology; Zoology; Ecology; Gene; Genetics","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":[0.0002805863,0.0002493238,0.0003009318,0.0003322189,0.0002320598,0.000824408,0.0002356161,0.000639023,0.001733216],"category_scores_gemma":[0.001026739,0.0001676724,0.0002555714,0.0002207991,0.0005034524,0.0004557788,0.0007942171,0.0006866496,0.0003521266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005273653,"about_ca_system_score_gemma":0.0002245662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000650336,"about_ca_topic_score_gemma":0.0004228518,"domain_scores_codex":[0.9998493,0.00004509803,0.000008140581,0.00003585112,0.00003133959,0.00003020194],"domain_scores_gemma":[0.9995721,0.0001499886,0.0001206297,0.00005067043,0.00002135382,0.00008534224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00033257,0.0001377139,0.03061916,0.0001736427,0.00008932275,0.0009962188,0.0002127547,0.03759873,0.8983568,0.01696122,0.001086444,0.01343539],"study_design_scores_gemma":[0.0001617521,0.001001534,0.1772738,0.00005133602,0.0001234275,0.003515025,0.0004018851,0.5885014,0.1590891,0.05827572,0.01143466,0.0001703825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99147,0.0006024127,0.004771141,0.000415032,0.00002698627,0.00000571372,0.00008514088,0.00007114846,0.002552366],"genre_scores_gemma":[0.9976452,0.0003465778,0.001067607,0.00004740393,0.00001285352,0.000005447489,0.00007550423,0.00002107432,0.0007782166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001733216,"threshold_uncertainty_score":0.005798161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008153887293026331,"score_gpt":0.2216175012921928,"score_spread":0.2134636139991665,"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."}}