{"id":"W2326526667","doi":"10.1097/qad.0b013e32835c1213","title":"Learning from drug changes in antiretroviral therapy","year":2013,"lang":"en","type":"letter","venue":"AIDS","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cart; Medicine; Reverse-transcriptase inhibitor; Drug; Antiretroviral therapy; Viral load; Protease inhibitor (pharmacology); Viral replication; Reverse transcriptase; Nucleoside Reverse Transcriptase Inhibitor; Nucleoside analogue; Drug holiday; Pharmacology; Human immunodeficiency virus (HIV); Virology; Intensive care medicine; Virus; Nucleoside; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009212082,0.0003480925,0.000602313,0.000312161,0.00004412023,0.00003579898,0.0001188834,0.0003991715,0.001587644],"category_scores_gemma":[0.00002051605,0.0002645708,0.0001065756,0.0001716884,0.00004149894,0.00005255905,0.00004214811,0.001353495,0.00101198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292585,"about_ca_system_score_gemma":0.00007794207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005509164,"about_ca_topic_score_gemma":0.00002038962,"domain_scores_codex":[0.9985133,0.00009730616,0.0002187104,0.0004216162,0.0003508013,0.0003983109],"domain_scores_gemma":[0.9994303,0.0001129201,0.00009366471,0.0002769535,0.00003435116,0.00005184094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002616791,0.0000433663,0.2248298,0.00002850806,0.0002143628,0.0007680907,0.001045603,1.150002e-7,0.000128426,7.975821e-7,0.7472481,0.0256667],"study_design_scores_gemma":[0.001907849,0.0002586116,0.01266325,0.0003061599,0.00006727302,0.00000568634,0.0001027717,0.00001210715,0.001017372,0.00003962749,0.9833096,0.0003096997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5004203,0.001441692,0.000001778441,0.4938816,0.000346524,0.0005367012,0.000008392391,0.0001145447,0.003248463],"genre_scores_gemma":[0.1230875,0.002105857,0.001352839,0.3887229,0.004797831,0.0002413765,0.003364917,0.0001697469,0.476157],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4729086,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01861169561295564,"score_gpt":0.2436833562068711,"score_spread":0.2250716605939155,"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."}}