{"id":"W4322389509","doi":"10.1071/sh22163","title":"Sexual mixing patterns in men who have sex with men: network approaches for smart resource allocation","year":2023,"lang":"en","type":"article","venue":"Sexual Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"Centers for Disease Control and Prevention; Ministry of Health of the People's Republic of China; Chinese Center for Disease Control and Prevention; National Natural Science Foundation of China","keywords":"Gonorrhea; Medicine; Thrush; Genitourinary medicine; Resource allocation; Genital warts; Men who have sex with men; Resource (disambiguation); Mixing (physics); Demography; Human papilloma virus; Syphilis; Computer science; Cancer; Virology; Cervical cancer; Internal medicine; Human immunodeficiency virus (HIV); Computer network; Sociology","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":[0.005618699,0.0006190502,0.0009407821,0.003388997,0.001067047,0.002793085,0.001821612,0.001087622,0.003513733],"category_scores_gemma":[0.01406523,0.000525996,0.0008040656,0.002244596,0.001332124,0.004265294,0.003239362,0.001341115,0.0001986132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003242226,"about_ca_system_score_gemma":0.002466525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009272997,"about_ca_topic_score_gemma":0.01540028,"domain_scores_codex":[0.9969262,0.002290423,0.00007166824,0.0004041112,0.0001836375,0.000123924],"domain_scores_gemma":[0.9939263,0.0040829,0.0008688823,0.0003998344,0.000328549,0.0003935154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003851937,0.0004869549,0.08046836,0.0006562556,0.0007645395,0.0002401148,0.003185721,0.4448135,0.0006794296,0.1635846,0.006914068,0.2978212],"study_design_scores_gemma":[0.00004125142,0.00009594492,0.008247162,0.000128358,0.0001053313,0.00005846511,0.001892707,0.8457176,0.0001216641,0.1394708,0.004078713,0.00004187511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2114792,0.003374188,0.7513491,0.01153443,0.0002071431,0.00128324,0.001081073,0.0003993603,0.0192924],"genre_scores_gemma":[0.7912433,0.001712068,0.2027841,0.0003739209,0.0001159999,0.001083841,0.0004026561,0.0000526547,0.00223149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009272997,"threshold_uncertainty_score":0.02971494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0897955845482503,"score_gpt":0.366816716823765,"score_spread":0.2770211322755147,"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."}}