{"id":"W3182824832","doi":"10.1097/qad.0000000000003021","title":"Inferring population HIV incidence trends from surveillance data of recent HIV infection among HIV testing clients","year":2021,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University","funders":"Medical Research Council; National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research","keywords":"Incidence (geometry); Human immunodeficiency virus (HIV); Population; Sida; Viral disease; Epidemiology; Lentivirus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004293719,0.0004953907,0.0003566188,0.001847506,0.0002057763,0.001089544,0.0007255652,0.0004870073,0.0006290367],"category_scores_gemma":[0.01886099,0.0004733843,0.0009015017,0.001562892,0.0003176456,0.001109911,0.0006417414,0.0006324105,0.0002083045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819123,"about_ca_system_score_gemma":0.001429478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04528205,"about_ca_topic_score_gemma":0.03351244,"domain_scores_codex":[0.998796,0.0006129866,0.00009942265,0.0002242871,0.0001482781,0.0001190945],"domain_scores_gemma":[0.992901,0.003635105,0.002112528,0.0005479409,0.0006502768,0.0001531316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005590152,0.00006053949,0.9139004,0.0001041276,0.0002364676,0.00004152981,0.0002096116,0.06988258,0.000424434,0.001051374,0.0003965564,0.01363649],"study_design_scores_gemma":[0.00002492656,0.0002360352,0.4753983,0.0001560845,0.0001826605,0.0002195135,0.0004467712,0.5164092,0.001225156,0.004074516,0.00159296,0.00003400101],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963103,0.0003904846,0.03056024,0.000379404,0.00001416578,0.000106186,0.004327479,0.000116916,0.001002226],"genre_scores_gemma":[0.986578,0.0002659328,0.01041678,0.00004334197,0.0000119527,0.0000647474,0.002428484,0.000008262224,0.0001825321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04528205,"threshold_uncertainty_score":0.09003693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09671792596147148,"score_gpt":0.3792122793451722,"score_spread":0.2824943533837007,"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."}}