{"id":"W2514799459","doi":"10.1177/0956462416664674","title":"Comparing those diagnosed early versus late in their HIV infection: implications for public health","year":2016,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Public Health","funders":"","keywords":"Medicine; Public health; Epidemiology; Men who have sex with men; Psychological intervention; Human immunodeficiency virus (HIV); Transmission (telecommunications); Medical diagnosis; Pediatrics; Immunology; Internal medicine; Pathology; Syphilis; Psychiatry","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":[0.04331822,0.0005238306,0.0008754168,0.003997399,0.0009819111,0.002364146,0.001510616,0.001517493,0.002354008],"category_scores_gemma":[0.1396707,0.0002813964,0.0009478244,0.004904668,0.001340648,0.004682109,0.001967817,0.001386387,0.0001754797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454349,"about_ca_system_score_gemma":0.003640097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008213884,"about_ca_topic_score_gemma":0.0190767,"domain_scores_codex":[0.9744105,0.01985921,0.001792497,0.001612767,0.001339693,0.0009854612],"domain_scores_gemma":[0.9251323,0.05864061,0.008482101,0.001484934,0.003416616,0.002843535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006048448,0.000212916,0.8395866,0.001577208,0.0005399507,0.0003023598,0.002436723,0.0004510106,0.000313359,0.002986922,0.004442727,0.1465454],"study_design_scores_gemma":[0.00007079579,0.0008056584,0.9559516,0.002798272,0.0007444087,0.0004240927,0.01815558,0.002966007,0.0003654119,0.009437516,0.008227726,0.00005299058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.781066,0.08782451,0.01770472,0.09366232,0.002199833,0.001131522,0.002188609,0.00008393081,0.0141386],"genre_scores_gemma":[0.9842005,0.005170166,0.005288704,0.003943413,0.0005420975,0.0002554782,0.0002432896,0.00001270057,0.0003436425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04331822,"threshold_uncertainty_score":0.2290914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428633872712844,"score_gpt":0.4212050058565329,"score_spread":0.2783416185852484,"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."}}