{"id":"W2009972039","doi":"10.1136/sextrans-2011-050108.162","title":"P1-S4.18 Using mathematical modelling to investigate the role of the hidden “population of men who have sex with men (MSM) on the HIV epidemic in Southern India”","year":2011,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; University of Manitoba","funders":"","keywords":"Men who have sex with men; Demography; Population; Human immunodeficiency virus (HIV); Medicine; Transmission (telecommunications); Statistics; Environmental health; Virology; Mathematics; Computer science; Syphilis; Telecommunications","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":[0.0008892248,0.0002744657,0.0004729147,0.000233695,0.000209963,0.00001348138,0.0002924367,0.0001570124,0.0001008197],"category_scores_gemma":[0.0001551421,0.0001419464,0.00008826224,0.0007527448,0.000280339,0.00009699482,0.00004005945,0.0006128711,0.00001943895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102439,"about_ca_system_score_gemma":0.0001610427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003122956,"about_ca_topic_score_gemma":0.0005288888,"domain_scores_codex":[0.9977316,0.0004059867,0.000716775,0.0003192733,0.000482392,0.0003439631],"domain_scores_gemma":[0.9982966,0.000470251,0.0002521154,0.0007452817,0.0001144955,0.0001213092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004538379,0.001265386,0.408934,0.0002848482,0.0006819934,0.000005411258,0.4939683,0.06769406,0.01478418,0.007431267,0.0002164972,0.004280204],"study_design_scores_gemma":[0.002707175,0.001357745,0.06366948,0.001798464,0.001154538,0.00007723845,0.1774876,0.7045998,0.01590798,0.03039592,0.0001251652,0.0007189442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684554,0.00002335046,0.008936191,0.0007405389,0.00001718142,0.001490229,0.00004778011,0.00004944381,0.02023993],"genre_scores_gemma":[0.9980596,0.000004734642,0.0009231101,0.0002431958,0.00005094507,0.0000800729,0.000009941046,0.0000650276,0.0005634184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6369057,"threshold_uncertainty_score":0.5788407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05905079513014271,"score_gpt":0.2935662187852182,"score_spread":0.2345154236550754,"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."}}