{"id":"W2312257867","doi":"10.1097/qad.0b013e328349a9c2","title":"The development of an expert system to predict virological response to HIV therapy as part of an online treatment support tool","year":2011,"lang":"en","type":"article","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Vancouver","funders":"U.S. Public Health Service","keywords":"Antiretroviral therapy; Human immunodeficiency virus (HIV); Medicine; Sida; Lentivirus; Intensive care medicine; Medical physics; Viral disease; Virology; Computer science; Viral load","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":[0.006731987,0.001068156,0.0008316807,0.001601236,0.0005743913,0.001257041,0.001573428,0.001455538,0.006740717],"category_scores_gemma":[0.01944558,0.0004847428,0.0008419016,0.0005618018,0.00031854,0.001716092,0.0007429839,0.001144607,0.00307166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008360919,"about_ca_system_score_gemma":0.002122452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005104238,"about_ca_topic_score_gemma":0.003395912,"domain_scores_codex":[0.9970594,0.001145811,0.000271641,0.0006276852,0.0007179579,0.000177561],"domain_scores_gemma":[0.9891909,0.006302895,0.0005706912,0.0009489898,0.002532119,0.0004543955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001758126,0.001419955,0.02897814,0.0003304659,0.0002661199,0.000924506,0.0004716747,0.11676,0.0218656,0.001937542,0.04185157,0.7834364],"study_design_scores_gemma":[0.0003023668,0.0004671328,0.007283531,0.0001398461,0.0001143027,0.000443694,0.0001370105,0.9640595,0.01450133,0.002781325,0.009689533,0.00008035912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0767804,0.0001821585,0.8744097,0.001111395,0.0001789577,0.001378235,0.002049687,0.03908879,0.004820712],"genre_scores_gemma":[0.2921288,0.00008538398,0.7009124,0.0005041522,0.00006706866,0.0009205391,0.002211775,0.0003209192,0.002848994],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006740717,"threshold_uncertainty_score":0.03560257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05695610322726095,"score_gpt":0.3048345938238753,"score_spread":0.2478784905966144,"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."}}