{"id":"W4387412211","doi":"10.2196/50894","title":"Pretreatment HIV Drug Resistance and the Molecular Transmission Network Among HIV-Positive Individuals in China in 2022: Multicenter Observational Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State Key Laboratory of Infectious Disease Prevention and Control; Chinese Center for Disease Control and Prevention; National Natural Science Foundation of China","keywords":"Observational study; Human immunodeficiency virus (HIV); Drug resistance; Transmission (telecommunications); Drug; China; Medicine; Virology; Environmental health; Biology; Pharmacology; Internal medicine; Genetics; Computer science; Geography; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001154413,0.000602574,0.0005045343,0.0009939867,0.001141941,0.0007306057,0.0007686675,0.0007436281,0.0008634729],"category_scores_gemma":[0.001434031,0.0006051401,0.0005738406,0.001608002,0.0004354714,0.0008719458,0.0007393496,0.0008133539,0.0001828733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303456,"about_ca_system_score_gemma":0.001741059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04507601,"about_ca_topic_score_gemma":0.04344698,"domain_scores_codex":[0.9993638,0.0001394864,0.00006187934,0.0001579937,0.0001076511,0.0001691318],"domain_scores_gemma":[0.998593,0.0000927576,0.000446106,0.0001369034,0.0001782049,0.0005530372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002868,0.00003472787,0.9995587,0.000003393833,0.00001474934,0.00003224229,0.00007412534,0.00002011862,0.00004422593,0.00000494585,0.00004542111,0.0001385425],"study_design_scores_gemma":[0.000009106346,0.00008303747,0.9990638,0.000003639658,0.00001740588,0.00008644641,0.0003470166,0.0002836424,0.00002455719,0.00000844788,0.00006885796,0.000004014979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994463,0.0000403409,0.00002767908,0.0000194613,0.000001685016,0.00002259643,0.0003419273,0.000001462643,0.00009858015],"genre_scores_gemma":[0.9991472,0.00003722525,0.00005606327,0.00003079132,0.000005265303,0.00003295255,0.0006151689,8.380826e-7,0.00007447738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04507601,"threshold_uncertainty_score":0.08962727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104920075189119,"score_gpt":0.2967026688076396,"score_spread":0.2756534680557484,"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."}}