{"id":"W4294916273","doi":"10.1111/hiv.13394","title":"Re‐assessing the late <scp>HIV</scp> diagnosis surveillance definition in the era of increased and frequent testing","year":2022,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada","keywords":"Medicine; Human immunodeficiency virus (HIV); HIV diagnosis; Intensive care medicine; Computational biology; Immunology; Antiretroviral therapy; Viral load","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.009170623,0.0005294237,0.0005803524,0.001969714,0.000596631,0.001661808,0.001439423,0.0005850655,0.001416904],"category_scores_gemma":[0.02098115,0.0002349563,0.00100579,0.0016399,0.0005526024,0.001236523,0.001786947,0.001382678,0.0003308074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481327,"about_ca_system_score_gemma":0.002067347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03724218,"about_ca_topic_score_gemma":0.05119003,"domain_scores_codex":[0.9929375,0.00284888,0.001403871,0.001099905,0.001010714,0.0006991769],"domain_scores_gemma":[0.9815058,0.002928292,0.009101733,0.001464493,0.003910599,0.001089056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001012526,0.00002692655,0.9809166,0.000235271,0.0001328404,0.00005314618,0.0003451476,0.0004486427,0.0002663515,0.0003099432,0.003617557,0.0135462],"study_design_scores_gemma":[0.00001673341,0.0002898893,0.9878117,0.0003153849,0.0001069545,0.0004426142,0.0005392492,0.002716241,0.0008020801,0.0003021939,0.006631923,0.00002496145],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601962,0.002823496,0.01082308,0.003525058,0.0005671749,0.0005355114,0.01579901,0.0001859045,0.005544552],"genre_scores_gemma":[0.9895114,0.0002559818,0.003979336,0.000708304,0.0001190954,0.0002380787,0.004463726,0.0000221135,0.00070189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03724218,"threshold_uncertainty_score":0.07405078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06168084888777228,"score_gpt":0.3353961522368937,"score_spread":0.2737153033491215,"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."}}