{"id":"W2074333823","doi":"10.1016/j.jtbi.2006.12.038","title":"Optimal drug treatment regimens for HIV depend on adherence","year":2007,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drug; Regimen; Medicine; Drug resistance; Human immunodeficiency virus (HIV); Pharmacology; Intensive care medicine; Internal medicine; Immunology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007678922,0.0001648473,0.0003716708,0.000135096,0.0001045077,0.000007078772,0.0002150506,0.0001918051,0.0008833844],"category_scores_gemma":[0.0002781494,0.0000960689,0.0002380165,0.00005050555,0.0005590044,0.00002319985,0.00002993719,0.0002396156,0.0005167086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250286,"about_ca_system_score_gemma":0.00008556191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004871974,"about_ca_topic_score_gemma":0.000006142625,"domain_scores_codex":[0.9986573,0.0001975273,0.0004000474,0.0001826041,0.00003533602,0.0005272131],"domain_scores_gemma":[0.9980677,0.001377847,0.0001648035,0.0001691746,0.0001242375,0.00009617909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01776552,0.002078594,0.002437371,0.00001242285,0.001560224,0.0002590269,0.0004895114,0.00001569165,0.1304554,0.7716404,0.01225429,0.06103153],"study_design_scores_gemma":[0.0188308,0.04378904,0.001172431,0.0000847074,0.0003109872,0.001391984,0.0005734978,0.000009440603,0.6504818,0.03799517,0.2449123,0.0004478891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848877,0.001579895,0.005772986,0.002623292,0.0007096386,0.000389222,0.0001838776,0.00001700389,0.003836436],"genre_scores_gemma":[0.9969785,0.0001158208,0.001558875,0.0001019684,0.0001169707,0.000009396421,0.00005642941,0.00001027569,0.001051726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7336453,"threshold_uncertainty_score":0.967244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743827506025245,"score_gpt":0.3176558285273983,"score_spread":0.3002175534671458,"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."}}