{"id":"W2157138926","doi":"10.1097/qad.0000000000000001","title":"Targeting screening and social marketing to increase detection of acute HIV infection in men who have sex with men in Vancouver, British Columbia","year":2013,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Native Health Society; Simon Fraser University; University of British Columbia; BC Centre for Disease Control","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Men who have sex with men; Social marketing; HIV diagnosis; Psychological intervention; Human immunodeficiency virus (HIV); Internal medicine; Demography; Family medicine; Viral load; Pathology; Syphilis; Antiretroviral therapy; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007337388,0.00006423955,0.0002164926,0.0001704592,0.00008892752,0.0000652784,0.00003075879,0.00005878058,0.000161685],"category_scores_gemma":[0.0003050274,0.00008384496,0.00003173071,0.0002722827,0.0000418917,0.0002354438,0.00005973962,0.0002073091,0.000001638988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008638801,"about_ca_system_score_gemma":0.00002718572,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.215091,"about_ca_topic_score_gemma":0.1150719,"domain_scores_codex":[0.9989558,0.0001797941,0.000251212,0.0001881358,0.00018857,0.000236499],"domain_scores_gemma":[0.9996175,0.00006847546,0.00005660039,0.00006157126,0.0001033458,0.0000925549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001592045,0.00006794462,0.8580437,0.0001016031,0.00006220771,0.00001967598,0.0003266403,0.000002370689,0.00949811,3.06054e-7,0.04151364,0.09020458],"study_design_scores_gemma":[0.00241997,0.001468527,0.979586,0.0006484027,0.00003857059,0.00001927016,0.00160502,0.01310197,0.0006566157,0.00002653097,0.0003064948,0.0001226193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912142,0.00001835665,0.001624678,0.00005594898,0.000004587261,0.0004915755,0.000008390516,0.00001693295,0.006565388],"genre_scores_gemma":[0.9851986,0.00002520221,0.0008966351,0.00002116053,0.00005129536,0.00009074491,0.00001176658,0.00001522928,0.01368943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1215423,"threshold_uncertainty_score":0.9010758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006334981670607471,"score_gpt":0.2570581403322463,"score_spread":0.2507231586616388,"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."}}