{"id":"W2765201621","doi":"","title":"Accurate prediction of response to HIV therapy without a genotype: a potential tool for therapy optimization in resource-limited settings","year":2013,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antiretroviral therapy; Medicine; Genotype; Human immunodeficiency virus (HIV); Viral load; Internal medicine; Computer science; Oncology; Biology; Virology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003669921,0.0006757836,0.001629808,0.001981301,0.0003383991,0.002329804,0.0007614789,0.0008026077,0.003050013],"category_scores_gemma":[0.02031505,0.0004076431,0.0004893916,0.00171913,0.0002760387,0.00126149,0.0007965303,0.001458483,0.0009540892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006301102,"about_ca_system_score_gemma":0.001188583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009242295,"about_ca_topic_score_gemma":0.01314002,"domain_scores_codex":[0.9980129,0.001183241,0.0001917031,0.0002007712,0.0003129219,0.00009845482],"domain_scores_gemma":[0.9882938,0.007589885,0.001606701,0.0008865079,0.00122816,0.0003948237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001998259,0.0004949656,0.5103045,0.0002684711,0.0003445469,0.0003655419,0.0001917711,0.06290656,0.002775866,0.002369868,0.02371247,0.3942673],"study_design_scores_gemma":[0.0002633238,0.0009950525,0.2050906,0.0003563997,0.0003829278,0.0007672281,0.0004766123,0.7499792,0.004414605,0.02053548,0.01657111,0.000167481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5710947,0.01503563,0.3413178,0.01728698,0.0009182182,0.0007282421,0.0288489,0.004189453,0.02058007],"genre_scores_gemma":[0.9136395,0.001648323,0.07725216,0.0008829955,0.0002805648,0.0001208974,0.004519754,0.0001167285,0.001539103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009242295,"threshold_uncertainty_score":0.01940858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019787590644557,"score_gpt":0.2096621995642417,"score_spread":0.1994643236577961,"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."}}