{"id":"W2953130449","doi":"10.1016/j.epidem.2019.01.004","title":"Managing Marek’s disease in the egg industry","year":2019,"lang":"en","type":"article","venue":"Epidemics","topic":"Herpesvirus Infections and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Egg Farmers of Canada","keywords":"Marek's disease; Biology; Context (archaeology); Disease; Virulence; Transmission (telecommunications); Cohort; Livestock; Industrialisation; Virology; Medicine; Virus; Genetics; Ecology; Economics; Engineering; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002563363,0.00006730092,0.0001098714,0.00005067588,0.00002848275,0.000007583997,0.00005048728,0.00007379169,0.0002251612],"category_scores_gemma":[0.0001203254,0.00004352872,0.00004421942,0.0001474947,0.0000142409,0.00004008077,0.00001825325,0.0003534383,0.0003279142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006086825,"about_ca_system_score_gemma":0.00003786807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399728,"about_ca_topic_score_gemma":0.000009363227,"domain_scores_codex":[0.9994709,0.0000481957,0.0001238202,0.0001199036,0.00009210609,0.0001450928],"domain_scores_gemma":[0.9994848,0.0001236634,0.00002502333,0.0002879526,0.00001009278,0.00006851594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000175254,0.00008406115,0.9872099,0.00001930615,0.00001594682,0.00006845471,0.00007525369,0.00006338722,0.000002558221,0.0007374478,0.001264046,0.0104421],"study_design_scores_gemma":[0.0008911274,0.00003693488,0.8395388,0.0001237096,0.00005936159,0.00001645602,0.0001602716,0.00172774,0.00001169482,0.00203279,0.1553178,0.00008336046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690098,0.0001515692,0.00002617402,0.004822763,0.0001472654,0.0002639311,0.000003969232,0.00002324754,0.0255513],"genre_scores_gemma":[0.9947385,0.00005251552,0.00008430919,0.003024893,0.00007805078,0.00001683362,0.00001061093,0.000009058616,0.001985198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540537,"threshold_uncertainty_score":0.4214782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536552344563562,"score_gpt":0.3148154983693203,"score_spread":0.2894499749236847,"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."}}