{"id":"W4401913688","doi":"10.1093/emph/eoae018","title":"Diagnostic testing and the evolution of detection avoidance by pathogens","year":2024,"lang":"en","type":"article","venue":"Evolution Medicine and Public Health","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"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":"Diagnostic test; Disease; Pathogen; Rapid diagnostic test; Chlamydia trachomatis; Medicine; Biology; Intensive care medicine; Immunology; Pathology; Veterinary medicine","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":[0.00189264,0.0003799966,0.0006557847,0.0006654622,0.0007071576,0.002024327,0.0009873384,0.001540098,0.003202987],"category_scores_gemma":[0.01129628,0.0002798479,0.0006035204,0.0003414352,0.00208761,0.001398799,0.001406792,0.00108387,0.0003010305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001615096,"about_ca_system_score_gemma":0.0007851323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002463281,"about_ca_topic_score_gemma":0.001477076,"domain_scores_codex":[0.9989163,0.0004919253,0.00004586561,0.0002193324,0.0001193307,0.0002073002],"domain_scores_gemma":[0.9946718,0.002995414,0.001292997,0.0003768349,0.0002128346,0.0004501656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005928144,0.0004521651,0.1335845,0.0003200246,0.000435876,0.00163232,0.001000796,0.4744174,0.07661116,0.2709682,0.002940924,0.03704378],"study_design_scores_gemma":[0.00008596576,0.0005323448,0.04573141,0.00007023269,0.0001462028,0.001157457,0.0005817636,0.7946851,0.004279255,0.1495804,0.002971803,0.000178193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491374,0.0003036385,0.0417446,0.001738445,0.0000398542,0.00002861857,0.0001443066,0.00008583503,0.006777187],"genre_scores_gemma":[0.9969175,0.00008497811,0.002227982,0.00009903448,0.000007064852,0.00001214905,0.00002403283,0.000007883946,0.0006193528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003202987,"threshold_uncertainty_score":0.01171839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319479779431311,"score_gpt":0.2691464046339563,"score_spread":0.2559516068396432,"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."}}