{"id":"W4391257846","doi":"10.1016/j.jtbi.2024.111741","title":"The evolutionary dynamics of hyperparasites","year":2024,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"Plant and Fungal Interactions Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"Biotechnology and Biological Sciences Research Council; Gordon and Betty Moore Foundation; National Science Foundation","keywords":"Biology; Virulence; Parasite hosting; Context (archaeology); Ecology; Host (biology); Zoology; Gene; Genetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003696596,0.00005079577,0.00009076062,0.00004937845,0.00004169649,0.00001341701,0.0002028205,0.00009056052,0.0000585788],"category_scores_gemma":[0.0003779321,0.00002745661,0.0001224524,0.00006119676,0.0005322291,0.000002520906,0.00005695181,0.0001799167,0.000009095437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001392877,"about_ca_system_score_gemma":0.00007332446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.997135e-7,"about_ca_topic_score_gemma":0.00000199212,"domain_scores_codex":[0.9994237,0.0001024379,0.0002207158,0.00006900236,0.00006664956,0.0001174902],"domain_scores_gemma":[0.9993991,0.0002927262,0.00004696921,0.00009128766,0.0001313495,0.00003858069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003198312,0.00002993737,0.001152611,0.000008655967,0.0001445222,0.000009147311,0.000006118296,0.00000682369,0.3595459,0.6288886,0.004271029,0.005616861],"study_design_scores_gemma":[0.0006756075,0.005717947,0.002646185,0.0001917239,0.0001600039,0.004279445,0.0003696355,0.01703571,0.2134173,0.3687976,0.3863149,0.0003938823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9618427,0.0157932,0.006648901,0.005322013,0.001341039,0.00007951593,0.0000799811,0.000005612843,0.00888703],"genre_scores_gemma":[0.9981279,0.001088409,0.0002346601,0.00002448211,0.0002437712,8.676034e-7,0.00001737946,0.000004529709,0.000258017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3820439,"threshold_uncertainty_score":0.196102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006894353026246602,"score_gpt":0.3124958672697404,"score_spread":0.3056015142434939,"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."}}