{"id":"W2049792332","doi":"10.1371/journal.pone.0017402","title":"“Dynamic Range” of Inferred Phenotypic HIV Drug Resistance Values in Clinical Practice","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University; St. Paul's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Lamivudine; Medicine; Emtricitabine; Drug resistance; Context (archaeology); Internal medicine; Abacavir; HIV drug resistance; Viral load; Cohort; Zidovudine; Efavirenz; Drug; Virology; Human immunodeficiency virus (HIV); Pharmacology; Antiretroviral therapy; Biology; Virus; Viral disease; Genetics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01798159,0.000308128,0.000416852,0.002073789,0.0003342442,0.002301797,0.0008981811,0.0007689906,0.001041596],"category_scores_gemma":[0.09759434,0.0002874405,0.0002068946,0.001533122,0.001200454,0.001378383,0.001719574,0.000923222,0.0003187028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009949333,"about_ca_system_score_gemma":0.00070205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308343,"about_ca_topic_score_gemma":0.00156089,"domain_scores_codex":[0.9806517,0.01220006,0.001280174,0.00245467,0.002991884,0.0004215218],"domain_scores_gemma":[0.9224318,0.05971466,0.009926726,0.002901021,0.004023374,0.001002277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002546523,0.00004109644,0.9397037,0.00007593878,0.0001077878,0.0002111222,0.0009667377,0.001930041,0.0006792301,0.0004872705,0.0008789241,0.05466353],"study_design_scores_gemma":[0.00003280763,0.0006426214,0.952858,0.0002122706,0.0001004959,0.003114253,0.002000044,0.02792483,0.002611396,0.005946788,0.004499285,0.00005720411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688757,0.003244261,0.01714732,0.001907755,0.00005001209,0.00007565353,0.0004359855,0.0001917121,0.008071681],"genre_scores_gemma":[0.9965072,0.0001974113,0.002944011,0.0001116116,0.00002657812,0.00002861874,0.0001054912,0.00001073654,0.00006824182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01798159,"threshold_uncertainty_score":0.09509689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06719432952204937,"score_gpt":0.3099559382134025,"score_spread":0.2427616086913531,"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."}}