{"id":"W2767788676","doi":"10.1097/qad.0000000000001689","title":"Temporal trends of transmitted HIV drug resistance in a multinational seroconversion cohort","year":2017,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"European Commission","keywords":"Seroconversion; Multinational corporation; Cohort; Human immunodeficiency virus (HIV); Medicine; Virology; Drug resistance; HIV drug resistance; Antiretroviral drug; Cohort study; Internal medicine; Antiretroviral therapy; Biology; Viral load; Business; Microbiology","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":[0.001503095,0.0002310498,0.0002236881,0.0007908714,0.0003540562,0.0006777424,0.0005667274,0.0003360634,0.0012328],"category_scores_gemma":[0.002526846,0.0002912412,0.000470468,0.001249798,0.0002488277,0.0005236684,0.0007026229,0.0005467734,0.0002199685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005688648,"about_ca_system_score_gemma":0.000448166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04147651,"about_ca_topic_score_gemma":0.03554386,"domain_scores_codex":[0.9994784,0.0001128436,0.00006139839,0.0001704101,0.00007264766,0.0001043277],"domain_scores_gemma":[0.9978935,0.0001895063,0.001157334,0.0002907134,0.0002094308,0.0002594942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003289948,0.000007182122,0.9993511,0.000002569061,0.0000239481,0.00002022624,0.00005636417,0.00002163931,0.00005122755,0.000007359737,0.00006875168,0.0003568524],"study_design_scores_gemma":[0.000001576906,0.00001674825,0.9995927,0.000003438051,0.00001156098,0.00006667109,0.00009859759,0.0001158042,0.0000137904,0.000004658609,0.00007300354,0.000001412958],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986522,0.0001309751,0.00004088579,0.00004790625,0.000002885677,0.000004721418,0.0009259538,0.00000336379,0.0001912121],"genre_scores_gemma":[0.9985863,0.0001172216,0.00008708743,0.00002608925,0.000005632874,0.00001059845,0.001039919,0.000002882291,0.0001243633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04147651,"threshold_uncertainty_score":0.08247018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080957169034322,"score_gpt":0.2685975401087677,"score_spread":0.2577879684184245,"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."}}