{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009255616,0.0001215696,0.0002828448,0.0001507481,0.00002924439,0.00002741211,0.0003703886,0.0000762976,0.002776808],"category_scores_gemma":[0.002305564,0.0001016403,0.00006793554,0.0002400176,0.00005074093,0.0001491276,0.0001903454,0.000394481,0.003370587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004735244,"about_ca_system_score_gemma":0.0001154933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006267742,"about_ca_topic_score_gemma":0.00006715139,"domain_scores_codex":[0.9983999,0.000119325,0.000364338,0.0004377592,0.00033724,0.0003414742],"domain_scores_gemma":[0.9977995,0.0006962775,0.00006478583,0.001199277,0.00009465026,0.0001455756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002033268,0.0002266535,0.978581,0.00003695092,0.00001945294,0.00007131871,0.000007580987,0.00001114312,0.000593811,0.00002040427,0.01438663,0.005841753],"study_design_scores_gemma":[0.003593959,0.002579204,0.7528975,0.0004918038,0.00001000724,0.000006957889,0.00004295688,0.2344406,0.0001702687,0.00003469126,0.005581049,0.0001510696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764152,0.00014664,0.0006338489,0.0007348998,0.0001374757,0.000325322,0.0008629574,0.00005989647,0.02068382],"genre_scores_gemma":[0.9838214,0.00001288536,0.002644442,0.0002823746,0.0001735967,0.00000617242,0.001538126,0.00002376412,0.01149725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2344294,"threshold_uncertainty_score":0.9981348,"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."}}