{"id":"W2044740763","doi":"10.1016/j.mpmed.2009.04.002","title":"The global epidemiology of HIV","year":2009,"lang":"en","type":"article","venue":"Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Epidemiology; Environmental health; Human immunodeficiency virus (HIV); Global health; Intervention (counseling); Public health; Demography; Gerontology; Virology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009011537,0.000060375,0.0002742498,0.0000359092,0.00005735303,5.529529e-7,0.0001106665,0.00003767558,0.0004714483],"category_scores_gemma":[0.004167491,0.0000294399,0.0000862778,0.00019875,0.0003307258,0.00001498277,0.00001442193,0.0001291883,0.00006560745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003675628,"about_ca_system_score_gemma":0.00003895366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005673718,"about_ca_topic_score_gemma":0.00001735779,"domain_scores_codex":[0.9990503,0.0001042943,0.0003344355,0.0001013416,0.0001709179,0.0002387727],"domain_scores_gemma":[0.9991333,0.0002771061,0.00005893154,0.0002704317,0.0001047402,0.0001554916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002023575,0.0001113528,0.08162964,0.00002860693,0.00005640219,0.00002019203,0.00006913151,3.826553e-7,0.0005755503,0.03989317,0.7269268,0.1504864],"study_design_scores_gemma":[0.002743913,0.01291538,0.538942,0.0005450819,0.00008763151,0.0001571827,0.0003659073,0.0009448197,0.0002300109,0.02268099,0.4203153,0.00007178139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07258665,0.0154954,0.006792979,0.5801278,0.000170868,0.0004970064,0.00001753629,0.0000657528,0.324246],"genre_scores_gemma":[0.9776014,0.0004553852,0.0002420074,0.001512318,0.0003548884,0.00000466238,0.00002015103,0.000003183398,0.01980602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9050148,"threshold_uncertainty_score":0.5162028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05607239532794963,"score_gpt":0.4323122144360212,"score_spread":0.3762398191080716,"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."}}