{"id":"W4405894167","doi":"10.1038/s44298-024-00081-x","title":"Mpox in Central Africa: complex epidemiology requires a constellation approach","year":2024,"lang":"en","type":"letter","venue":"npj Viruses","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Agricultural Research Service; KU Leuven; Instituut voor Tropische Geneeskunde; University of Bern; University of California, Los Angeles; U.S. Department of Agriculture","keywords":"Outbreak; Context (archaeology); Democracy; Epidemiology; Politics; Public health; Transmission (telecommunications); Geography; Political science; Constellation; Development economics; Economic growth; Environmental health; Medicine; Virology; Computer science; Telecommunications; Economics; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001898744,0.0003979863,0.0005202236,0.000964679,0.001694461,0.002461672,0.000846978,0.00494876,0.00264003],"category_scores_gemma":[0.008335258,0.0002732284,0.000279562,0.0007506412,0.001861787,0.003239193,0.001844156,0.003772669,0.0005949663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002076359,"about_ca_system_score_gemma":0.003311766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005224505,"about_ca_topic_score_gemma":0.009170285,"domain_scores_codex":[0.9989845,0.000485562,0.000112629,0.00009796407,0.0001858968,0.0001334184],"domain_scores_gemma":[0.9959185,0.002299391,0.0005861903,0.0001420632,0.0006138405,0.0004401466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001208909,0.0002345015,0.1123917,0.001922323,0.00008589344,0.04284872,0.008019729,0.001180067,0.003054264,0.0516375,0.4955186,0.2829858],"study_design_scores_gemma":[0.00006741932,0.0003100563,0.06050297,0.004642929,0.00008053661,0.08057798,0.01933601,0.004645583,0.0004832952,0.123334,0.7059007,0.0001184392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02125888,0.01567559,0.003011071,0.9480734,0.004952145,0.0000879949,0.00007266718,0.00004550628,0.006822669],"genre_scores_gemma":[0.4966051,0.05729413,0.013653,0.3782544,0.04382211,0.0002164201,0.0001561785,0.00005081713,0.009947978],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005224505,"threshold_uncertainty_score":0.01506507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1580015752514197,"score_gpt":0.3393023624919094,"score_spread":0.1813007872404897,"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."}}