{"id":"W2972458896","doi":"10.1097/qad.0000000000002356","title":"HIV surveillance based on routine testing data from antenatal clinics in Malawi (2011–2018)","year":2019,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institute of Allergy and Infectious Diseases; Medical Research Council; National Institutes of Health","keywords":"Medicine; Logistic regression; Environmental health; Human immunodeficiency virus (HIV); Demography; Immunology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001943801,0.0003153813,0.0002300007,0.001335037,0.000365351,0.0005671013,0.0005149775,0.000180847,0.0008945164],"category_scores_gemma":[0.006668758,0.000257593,0.000248744,0.001829801,0.0003387573,0.0005765947,0.001004868,0.0004055535,0.0001291027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325472,"about_ca_system_score_gemma":0.001616683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1182342,"about_ca_topic_score_gemma":0.09677403,"domain_scores_codex":[0.9985353,0.000685063,0.0001799402,0.0001674916,0.0002252033,0.0002069173],"domain_scores_gemma":[0.9947791,0.000754976,0.003242416,0.0002335699,0.0007443955,0.0002456374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003376951,0.00001320121,0.9895244,0.0001479074,0.00008327323,0.00006643554,0.0004061679,0.000394563,0.0002277752,0.00008852765,0.0009060355,0.008107972],"study_design_scores_gemma":[0.000004502287,0.00003190644,0.9976581,0.00009489588,0.00003344854,0.0001036026,0.0002336716,0.0008732578,0.0001579038,0.00002199327,0.0007828124,0.000003881918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866003,0.001041129,0.0007219356,0.000501686,0.00001232985,0.0001107008,0.01008597,0.00002574255,0.0009000483],"genre_scores_gemma":[0.9955967,0.0004755223,0.0008019459,0.00007312588,0.0000167268,0.00008406324,0.002743678,0.000002397191,0.0002059005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1182342,"threshold_uncertainty_score":0.2350919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08276066453831803,"score_gpt":0.3662987898767915,"score_spread":0.2835381253384735,"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."}}