{"id":"W2161562141","doi":"10.1136/sextrans-2013-051161","title":"Second-generation surveillance for HIV/AIDS in Pakistan: results from the 4th round of Integrated Behavior and Biological Survey 2011–2012","year":2013,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Sex work and related issues","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Human immunodeficiency virus (HIV); Virology; Environmental health; Immunology; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278716,0.0001403068,0.0002248326,0.00007593197,0.0004168973,0.00009678064,0.0001429839,0.0002812167,0.0005672417],"category_scores_gemma":[0.0002372243,0.00009581975,0.00004817816,0.0004489336,0.0003591751,0.0002310299,0.000009659955,0.0002409463,0.00001358647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004576351,"about_ca_system_score_gemma":0.0001207214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04602956,"about_ca_topic_score_gemma":0.1453203,"domain_scores_codex":[0.9980859,0.0007864695,0.0004465791,0.0002928636,0.000130659,0.0002575018],"domain_scores_gemma":[0.9979003,0.00148816,0.0001072173,0.0001673468,0.0002683343,0.00006863649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001314408,0.000638225,0.9369404,0.000006821133,0.0001318471,9.811606e-7,0.03120136,0.00006242601,0.005933529,0.00134544,0.008563474,0.01504405],"study_design_scores_gemma":[0.001199842,0.000239259,0.9738211,0.00001342586,0.00002093723,6.150378e-7,0.005718233,0.0001405093,0.0001202226,0.0005027369,0.01802472,0.0001983968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952241,0.0004935591,0.001048843,0.0006163644,0.0004042584,0.0008650144,0.0005225377,0.0000604756,0.0007648568],"genre_scores_gemma":[0.9972449,0.0003468149,0.0002427336,0.0000590731,0.0001194352,0.0001285871,0.0007754429,0.00001108004,0.00107191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09929076,"threshold_uncertainty_score":0.960323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823080260756294,"score_gpt":0.3164141126289446,"score_spread":0.2781833100213816,"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."}}