{"id":"W2103617996","doi":"10.1136/sti.2009.038547","title":"The effects of scale on the costs of targeted HIV prevention interventions among female and male sex workers, men who have sex with men and transgenders in India","year":2010,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Men who have sex with men; Human immunodeficiency virus (HIV); Psychological intervention; Pre-exposure prophylaxis; Sex partners; Sex work; Female sex; Anal sex; Sex workers; Male Homosexuality; Scale (ratio); Gynecology; Family medicine; Syphilis; Environmental health; Psychiatry; Research methodology; Internal medicine; Population; Condom","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":[0.0006102837,0.0001794669,0.0003049281,0.0002964117,0.0002757433,0.00003590569,0.0001098576,0.0001237415,0.0001341385],"category_scores_gemma":[0.0001215488,0.0001148757,0.0001414024,0.00044137,0.0006870449,0.0001467647,0.00001930374,0.000669097,0.000001461452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003160481,"about_ca_system_score_gemma":0.00008505596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004371167,"about_ca_topic_score_gemma":0.004117852,"domain_scores_codex":[0.9984343,0.0002974726,0.0004343609,0.0002665777,0.0002765319,0.0002907283],"domain_scores_gemma":[0.9987479,0.000566741,0.000115146,0.0003180535,0.0001084222,0.0001437334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004083877,0.001984763,0.9222514,0.001204439,0.001035289,0.00001172008,0.008777679,0.00001425399,0.0217537,0.0007180711,0.005262944,0.03657735],"study_design_scores_gemma":[0.004031747,0.007546128,0.9601489,0.001771703,0.0003040243,0.00004141281,0.01233459,0.002438911,0.01084764,0.0001553211,0.0001794369,0.0002001713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718925,0.0001852001,0.002493799,0.0005101764,0.00001802039,0.001644157,0.00003882956,0.00002599673,0.02319131],"genre_scores_gemma":[0.9825631,0.0001309715,0.0000595903,0.00001184664,0.00001841331,0.0002368857,0.00003228727,0.00002454066,0.01692241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03789753,"threshold_uncertainty_score":0.4684495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009037411403513863,"score_gpt":0.2794665121356226,"score_spread":0.2704291007321087,"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."}}