{"id":"W4406682540","doi":"10.1016/j.diagmicrobio.2025.116707","title":"Exploring the dynamics of SARS-CoV-2 and HIV Co-infection: Mutation risks, therapeutic efficacy, and future variant prevention","year":2025,"lang":"en","type":"review","venue":"Diagnostic Microbiology and Infectious Disease","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Virology; Human immunodeficiency virus (HIV); Medicine; Betacoronavirus; Mutation; Pandemic; Intensive care medicine; Biology; Internal medicine; Genetics; Outbreak; Infectious disease (medical specialty); Disease","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":[0.001039564,0.000585555,0.001660555,0.001401161,0.0001558769,0.001209344,0.0007544165,0.001137681,0.003421384],"category_scores_gemma":[0.001759707,0.0002355159,0.0007439226,0.001297313,0.0003925193,0.001207084,0.0005452831,0.001691439,0.0009849332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006574916,"about_ca_system_score_gemma":0.00139825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406565,"about_ca_topic_score_gemma":0.002766326,"domain_scores_codex":[0.9997569,0.00006348165,0.00003879394,0.00003911886,0.00007732103,0.00002429705],"domain_scores_gemma":[0.9991964,0.0005411488,0.00009323379,0.00001322287,0.0001230167,0.00003298036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001394607,0.00004823805,0.0003039872,0.01992658,0.0002426122,0.0001045846,0.00005003976,0.0003175548,0.0006575049,0.004565432,0.01828991,0.9553541],"study_design_scores_gemma":[0.00006919466,0.0002219777,0.001739929,0.01628975,0.0006354541,0.001080707,0.0001310971,0.0002340573,0.0004497448,0.004585041,0.9745291,0.00003401464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006545909,0.9994067,0.00003646493,0.0002193855,0.00006894842,0.000001570138,0.00001187913,0.000001784741,0.0001879416],"genre_scores_gemma":[0.0005340133,0.9989961,0.00008195571,0.0001511777,0.0000889664,0.000002932487,0.00001705607,5.714401e-7,0.0001272248],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003421384,"threshold_uncertainty_score":0.0114457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07284113461580735,"score_gpt":0.3804135099378278,"score_spread":0.3075723753220204,"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."}}