{"id":"W2100633383","doi":"10.1186/1471-2458-9-s1-s10","title":"A sex-role-preference model for HIV transmission among men who have sex with men in China","year":2009,"lang":"en","type":"article","venue":"BMC Public Health","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Shanghai Leading Academic Discipline Project; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; International Development Research Centre","keywords":"Men who have sex with men; Demography; Population; Medicine; Basic reproduction number; Sexual transmission; Gerontology; Environmental health; Human immunodeficiency virus (HIV); Immunology; Syphilis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001766186,0.001276366,0.00172554,0.001230102,0.001246759,0.001558616,0.004044333,0.002816162,0.01358769],"category_scores_gemma":[0.003367457,0.000618652,0.001581686,0.001035881,0.001303112,0.001707342,0.001267431,0.001634721,0.001152431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003201996,"about_ca_system_score_gemma":0.003005311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08086263,"about_ca_topic_score_gemma":0.03188633,"domain_scores_codex":[0.9992641,0.0002444766,0.00002727915,0.0001134102,0.00008255118,0.0002681992],"domain_scores_gemma":[0.9981134,0.0009254829,0.0003217395,0.00005835383,0.0003150015,0.0002661493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003434723,0.0003025993,0.009808211,0.0002199414,0.0001600785,0.002008592,0.0006326864,0.8933571,0.001364434,0.08183495,0.00369899,0.006268885],"study_design_scores_gemma":[0.0001205507,0.00009577485,0.001395654,0.00001756968,0.00003920652,0.0001263383,0.0001297387,0.9895164,0.00005055651,0.007804908,0.0006754543,0.00002767303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058432,0.001853695,0.1387829,0.006074081,0.0003162341,0.0006301824,0.003737931,0.0002855066,0.04247631],"genre_scores_gemma":[0.9673212,0.0009432172,0.004796491,0.0002720627,0.0001025231,0.000344051,0.0004851107,0.00002580353,0.02570959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08086263,"threshold_uncertainty_score":0.1607839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05870455205830002,"score_gpt":0.3564965872067257,"score_spread":0.2977920351484257,"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."}}