{"id":"W2134301407","doi":"10.1371/journal.pmed.1001496","title":"Towards Universal Voluntary HIV Testing and Counselling: A Systematic Review and Meta-Analysis of Community-Based Approaches","year":2013,"lang":"en","type":"review","venue":"PLoS Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":429,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Voluntary counseling and testing; Family medicine; Observational study; Population; Health care; Men who have sex with men; Gerontology; Environmental health; Human immunodeficiency virus (HIV); Health facility; Internal medicine; Health services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03481567,0.003075482,0.02460731,0.008013506,0.0009100309,0.004117902,0.003136295,0.002360104,0.00503127],"category_scores_gemma":[0.07991555,0.001699573,0.03611648,0.008922791,0.001391225,0.003380487,0.002570933,0.002687473,0.0003303659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004913659,"about_ca_system_score_gemma":0.008176491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041212,"about_ca_topic_score_gemma":0.02167661,"domain_scores_codex":[0.9689286,0.01698485,0.008325499,0.002233622,0.002945945,0.0005814727],"domain_scores_gemma":[0.9362745,0.04983513,0.007882882,0.001591551,0.003682012,0.0007340338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002521834,0.0000622781,0.001484756,0.5589228,0.4138007,0.00005505318,0.0001676812,0.0003422083,0.0000950804,0.0001507686,0.0004318178,0.02196511],"study_design_scores_gemma":[0.001743252,0.00048301,0.002547007,0.107468,0.8849309,0.00007513584,0.0001210535,0.0001558333,0.0001048673,0.0002999709,0.002037274,0.00003364477],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003283672,0.9944166,0.00066791,0.0001944976,0.0001580298,0.0007605642,0.0002755093,0.00002052568,0.0002227108],"genre_scores_gemma":[0.1105715,0.8803802,0.003931517,0.001005612,0.0001976832,0.003129518,0.0005531737,0.00003823363,0.000192666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03481567,"threshold_uncertainty_score":0.1841251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4432241963624342,"score_gpt":0.4007127006742011,"score_spread":0.04251149568823315,"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."}}