{"id":"W2626908241","doi":"","title":"Economic and health implications from earlier detection of HIV infection ă in the United Kingdom","year":2016,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demography; Observational study; Population; Human immunodeficiency virus (HIV); Medicine; Epidemiology; Pound (networking); Psychological intervention; Hazard ratio; Environmental health; Confidence interval","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":[0.001108695,0.0002716462,0.0002914756,0.0004616356,0.0002250444,0.001772954,0.0004608942,0.0008359402,0.003369316],"category_scores_gemma":[0.009932892,0.0002608141,0.0004919185,0.0006456142,0.0003956447,0.001005539,0.001120739,0.0005824516,0.0002070566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005606048,"about_ca_system_score_gemma":0.001860386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1848225,"about_ca_topic_score_gemma":0.09044556,"domain_scores_codex":[0.9988835,0.0006389181,0.00006907762,0.00007009126,0.0001316921,0.0002066478],"domain_scores_gemma":[0.9965348,0.002161744,0.0005451683,0.0001063865,0.0003532144,0.0002986873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002218762,0.0003122292,0.3321711,0.0007515654,0.0004403822,0.002552767,0.0006693339,0.5500032,0.0007596788,0.02642978,0.0196827,0.06400844],"study_design_scores_gemma":[0.001334668,0.001706531,0.4517494,0.001865879,0.0005815927,0.002318115,0.004729445,0.4789825,0.001500048,0.02532979,0.02961932,0.0002828368],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637001,0.007627435,0.001932931,0.01051778,0.000145199,0.00006284354,0.00362354,0.00004570814,0.01234448],"genre_scores_gemma":[0.997461,0.001007746,0.0003049399,0.0002484938,0.00000752789,0.00001461468,0.0003595099,0.000004338652,0.0005918985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1848225,"threshold_uncertainty_score":0.3674935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0860455806028823,"score_gpt":0.3470889832334824,"score_spread":0.2610434026306001,"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."}}