{"id":"W4414610715","doi":"10.1186/s12916-025-04350-1","title":"Gaps in the global health research landscape for mpox: an analysis of research activities and existing evidence","year":2025,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European and Developing Countries Clinical Trials Partnership; National Institute for Health and Care Research; UK Research and Innovation; International Development Research Centre; Wellcome Trust","keywords":"Medical research; Global health; Transmission (telecommunications); Health services research; Public health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01827475,0.00008252409,0.0003953098,0.0008972871,0.000349483,0.00001481435,0.0004290245,0.0001111374,0.00006574805],"category_scores_gemma":[0.006735742,0.00005086225,0.00003967256,0.002298008,0.001072233,0.0000755233,0.000136985,0.0005202809,0.000002237585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009508728,"about_ca_system_score_gemma":0.0006014212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006509418,"about_ca_topic_score_gemma":0.01646899,"domain_scores_codex":[0.9958259,0.002666996,0.0003180068,0.0003187799,0.0002392426,0.0006311152],"domain_scores_gemma":[0.991224,0.008011442,0.00005040696,0.0004066472,0.0002648781,0.00004265122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004417988,0.0004088601,0.8161781,0.001538427,0.0008043891,0.00001164651,0.01188715,0.00002004556,0.02110507,0.05626369,0.03790683,0.04945781],"study_design_scores_gemma":[0.004089134,0.003562051,0.9027925,0.00219159,0.000180699,0.00001714523,0.05903089,0.000955455,0.001705827,0.007044443,0.01825709,0.0001731446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442269,0.04478423,0.0004198903,0.006139621,0.000102342,0.0008171858,0.00006257086,0.00001532767,0.003431983],"genre_scores_gemma":[0.9977063,0.00111269,0.00007285667,0.0001707702,0.00004509,0.00007733842,0.00005110435,0.000003121353,0.0007607151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08661445,"threshold_uncertainty_score":0.9840336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2951809871297045,"score_gpt":0.5454059661001037,"score_spread":0.2502249789703992,"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."}}