{"id":"W1974969995","doi":"10.1097/qad.0b013e3282f2a960","title":"Improved HIV-1 incidence estimates using the BED capture enzyme immunoassay","year":2008,"lang":"en","type":"article","venue":"AIDS","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital","funders":"","keywords":"Medicine; Incidence (geometry); Seroconversion; Confidence interval; Prospective cohort study; Human immunodeficiency virus (HIV); Internal medicine; Immunology; Mathematics","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":[0.005515132,0.0007941259,0.0005353247,0.001879327,0.0001591668,0.0009100946,0.0008370341,0.0004009257,0.0009385948],"category_scores_gemma":[0.01452478,0.0005297505,0.0005030984,0.0009196286,0.0001939907,0.0007731422,0.0009430682,0.0005778689,0.0004551492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006447625,"about_ca_system_score_gemma":0.0002625165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004438973,"about_ca_topic_score_gemma":0.004378837,"domain_scores_codex":[0.997098,0.001637074,0.0001489235,0.0004051951,0.0005848467,0.000126031],"domain_scores_gemma":[0.9962716,0.00138992,0.001099325,0.0004247036,0.0007670443,0.00004734403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006886675,0.0001079745,0.767604,0.000417219,0.0008719299,0.0001391159,0.0003681655,0.020391,0.01145972,0.001713989,0.002228631,0.1940097],"study_design_scores_gemma":[0.0001104239,0.0006024154,0.837969,0.0001716226,0.0004156708,0.0009199342,0.0001652629,0.139094,0.01115359,0.001347631,0.007955031,0.00009545039],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6736522,0.005311259,0.3147423,0.0003032053,0.00008090943,0.0001974985,0.001778229,0.0007725754,0.003161835],"genre_scores_gemma":[0.9029709,0.0009520592,0.09325951,0.00007499703,0.00006480315,0.0001042655,0.001548137,0.00003059152,0.0009946723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005515132,"threshold_uncertainty_score":0.02916712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02111524044486569,"score_gpt":0.2702768838704106,"score_spread":0.2491616434255449,"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."}}