{"id":"W2144975624","doi":"10.1126/science.1256739","title":"The early spread and epidemic ignition of HIV-1 in human populations","year":2014,"lang":"en","type":"article","venue":"Science","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":722,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"National Institute of Allergy and Infectious Diseases; National Human Genome Research Institute; Medical Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Transmission (telecommunications); Pandemic; Population; Human immunodeficiency virus (HIV); Demography; Geography; Epidemiological transition; Epidemiology; Virology; Biology; Coronavirus disease 2019 (COVID-19); Medicine; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005065933,0.00002428054,0.00004142107,0.00005143071,0.0002576032,0.000007455934,0.00009432223,0.00001692926,0.00001302004],"category_scores_gemma":[0.0001502421,0.00001523379,0.000007090348,0.0001173336,0.0006836369,0.00005559791,0.00003083195,0.00005016458,0.00007792648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000109415,"about_ca_system_score_gemma":0.00001798228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001826144,"about_ca_topic_score_gemma":0.0001849333,"domain_scores_codex":[0.9996164,0.00006350536,0.00007307479,0.00008599978,0.00002309741,0.0001379017],"domain_scores_gemma":[0.9997727,0.00008050363,0.00002152434,0.00009555463,0.00001943744,0.0000103069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001074277,0.00003909098,0.3429102,0.000002588084,0.000003775926,3.710913e-7,0.0003683337,0.000002629799,0.6105926,0.0263319,0.000136,0.01960176],"study_design_scores_gemma":[0.0002588461,0.0000875215,0.9737477,0.000009243132,0.00000155827,0.000002592952,0.00003917089,0.000008809263,0.01958027,0.005413329,0.000828561,0.00002241045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980077,0.000217751,0.00006470793,0.0002401871,0.00003485559,0.00006429361,0.00000571975,0.000003953101,0.001360873],"genre_scores_gemma":[0.999625,0.00001016348,0.00003633699,0.00000649554,0.000002308868,0.000005130257,0.000006427361,7.830851e-7,0.0003073585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6308374,"threshold_uncertainty_score":0.2518889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345246551312736,"score_gpt":0.3201273410842467,"score_spread":0.2866748755711193,"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."}}