{"id":"W2205249602","doi":"10.1093/cid/civ963","title":"Transmission of HIV Drug Resistance and the Predicted Effect on Current First-line Regimens in Europe","year":2015,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; AIDS Fondet; Ministry of Education and Science; Vetenskapsrådet; Fonds National de la Recherche Luxembourg; Ministry of Health, British Columbia; Istituto Superiore di Sanità; Research Promotion Foundation; Vlaamse regering; European Commission; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Medicine; Drug resistance; Human immunodeficiency virus (HIV); Transmission (telecommunications); Drug; Second line; Current (fluid); Virology; First line; Pharmacology; Internal medicine; Microbiology; Biology; Telecommunications","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":[0.001527985,0.0002662501,0.0002660443,0.0009149684,0.0001771894,0.0009932852,0.0003938845,0.0004487312,0.002153908],"category_scores_gemma":[0.004213449,0.0001644126,0.0006052392,0.0008456503,0.0002430052,0.000501337,0.0004523176,0.0005394449,0.000264902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005193133,"about_ca_system_score_gemma":0.0003165546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006333785,"about_ca_topic_score_gemma":0.001730149,"domain_scores_codex":[0.9995044,0.0001987626,0.00005880928,0.00009781607,0.0000709324,0.00006919047],"domain_scores_gemma":[0.9981886,0.000558129,0.0007494528,0.0001003647,0.0001484956,0.000254961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001523179,0.0000389195,0.9933451,0.00001242845,0.00008597381,0.0001026576,0.00003639409,0.0007759797,0.00006551542,0.0001078282,0.0002057279,0.005071105],"study_design_scores_gemma":[0.00001840053,0.00009400468,0.995304,0.00004539678,0.00004359666,0.0009362858,0.0001335863,0.002630929,0.0001346095,0.0001847618,0.0004687757,0.000005717737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975286,0.001018143,0.000167309,0.0001006425,0.000007068886,0.000003791884,0.0003867461,0.00001256178,0.0007751745],"genre_scores_gemma":[0.9989656,0.0003739292,0.0001231105,0.00002615707,0.00001067296,0.000001748408,0.0004074766,0.000003658551,0.0000876049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006333785,"threshold_uncertainty_score":0.01259387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669661684177919,"score_gpt":0.3334869405195758,"score_spread":0.3067903236777966,"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."}}