{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000699407,0.0002677183,0.0004914181,0.0001372769,0.0001127624,0.000008174164,0.0002031381,0.00009320751,0.0002146041],"category_scores_gemma":[0.00005824659,0.0001457609,0.00009277382,0.0002007915,0.00005800915,0.00006124211,0.00005362549,0.00005298792,0.00009158542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002288502,"about_ca_system_score_gemma":0.0004553914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002691552,"about_ca_topic_score_gemma":0.00002664921,"domain_scores_codex":[0.9979941,0.000209014,0.000672847,0.000372113,0.0004191394,0.0003327324],"domain_scores_gemma":[0.998702,0.000108456,0.0001017286,0.0006289054,0.0001157809,0.0003431025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.08178712,0.01649722,0.09404545,0.00006862345,0.002550277,0.0007095754,0.1309293,0.000006935441,0.04469967,0.0006893669,0.002349606,0.6256669],"study_design_scores_gemma":[0.008758585,0.037475,0.3175105,0.0002595298,0.0001799609,0.0001188795,0.00928486,0.00004480847,0.3978284,0.00001731489,0.2279755,0.0005466517],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971663,0.00005398097,0.00005277283,0.0005750154,0.00009685061,0.001147944,0.00003025188,0.00007498005,0.0008019221],"genre_scores_gemma":[0.9616131,0.00003145238,0.03059018,0.0002477246,0.00006688292,0.0003393725,0.0000996423,0.00002837315,0.006983297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6251202,"threshold_uncertainty_score":0.5943957,"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."}}