{"id":"W2537536312","doi":"10.1111/eva.12442","title":"The industrialization of farming may be driving virulence evolution","year":2016,"lang":"en","type":"article","venue":"Evolutionary Applications","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Virulence; Biology; Barn; Industrialisation; Agriculture; Disease; Pathogen; Vaccination; Ecology; Virology; Genetics; Geography; Gene","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":[0.0001650382,0.00009043903,0.000105643,0.00008181058,0.0004816146,0.000006745784,0.00008084138,0.00008149336,0.00008278579],"category_scores_gemma":[0.0001188749,0.00005482485,0.00006824749,0.0004128774,0.0001862242,0.0001249952,0.00003364163,0.00006839744,0.00007277747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002967601,"about_ca_system_score_gemma":0.000172624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005307303,"about_ca_topic_score_gemma":0.00001286169,"domain_scores_codex":[0.9991259,0.00004427506,0.0002854906,0.0001872833,0.0001990149,0.000158055],"domain_scores_gemma":[0.9990296,0.00021308,0.000133241,0.0003758719,0.0001819306,0.00006624105],"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":[0.00008282657,0.0007924642,0.3422511,0.00002799945,0.0002391324,0.000001512345,0.00006478321,0.00005592485,0.02045888,0.350625,0.006173789,0.2792266],"study_design_scores_gemma":[0.001183299,0.0001020109,0.3068768,0.0001407858,0.0001407954,0.00004495563,0.00008020923,0.0003140785,0.002337146,0.005632841,0.6830024,0.0001446293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2692225,0.001613278,0.6907254,0.01551409,0.0004705146,0.003398384,0.0001694064,0.0004029888,0.01848349],"genre_scores_gemma":[0.9958726,0.0001993702,0.000947816,0.00002733961,0.0001529949,0.0004651148,0.00002205373,0.00001201685,0.002300703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7266501,"threshold_uncertainty_score":0.3704239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097983205495863,"score_gpt":0.2929229008418011,"score_spread":0.2719430687868425,"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."}}