{"id":"W2033276174","doi":"10.1002/jmv.20582","title":"Effects of drug resistance on viral load in patients failing antiretroviral therapy","year":2006,"lang":"en","type":"article","venue":"Journal of Medical Virology","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; Royal Victoria Regional Health Centre; McGill University Health Centre; Université de Montréal","funders":"","keywords":"Virology; Viral load; Drug resistance; Antiretroviral therapy; Antiretroviral drug; Drug; Medicine; Human immunodeficiency virus (HIV); Lentivirus; Viral disease; Biology; Pharmacology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006304004,0.0001342743,0.0005486249,0.0002133126,0.00002052454,0.000003083396,0.0001337792,0.00015916,0.0000625436],"category_scores_gemma":[0.0003129033,0.00008993368,0.0001210283,0.0001270556,0.0001168126,0.00004401271,0.00001913124,0.0004308827,0.000009267824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001417523,"about_ca_system_score_gemma":0.0002452279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001569848,"about_ca_topic_score_gemma":0.00002277472,"domain_scores_codex":[0.9977096,0.0001437248,0.0006649404,0.00012983,0.001120229,0.0002316674],"domain_scores_gemma":[0.9991169,0.0002797507,0.0002988079,0.00009121523,0.00008995848,0.000123365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008094523,0.004784995,0.9490765,0.0001762862,0.0002339013,0.002281818,0.0006579003,0.000004925756,0.002450433,0.0005374882,0.0126042,0.01909705],"study_design_scores_gemma":[0.03235726,0.002669167,0.9425519,0.0007583372,0.00007431759,0.00002698574,0.00002445994,0.00002684816,0.01185695,0.0005072461,0.009002585,0.0001439993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992935,0.0009930498,0.00002606042,0.00519918,0.0002623418,0.0001559004,5.246159e-7,0.000005131297,0.0004227862],"genre_scores_gemma":[0.9976992,0.0002665903,0.0003054272,0.0004904594,0.0001742797,0.000002310712,0.00000309992,0.00001126274,0.001047353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02426273,"threshold_uncertainty_score":0.3667389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003917074410522451,"score_gpt":0.242281704671794,"score_spread":0.2383646302612715,"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."}}