{"id":"W2910979606","doi":"10.1111/hiv.12701","title":"De‐simplifying single‐tablet antiretroviral treatments: uptake, risks and cost savings","year":2019,"lang":"en","type":"article","venue":"HIV Medicine","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hip and Knee Clinic; University of Calgary","funders":"","keywords":"Medicine; Abacavir; Lamivudine; Viral load; Incentive; Human immunodeficiency virus (HIV); Antiretroviral therapy; Generic drug; Family medicine; Drug; Pharmacology; Virology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004029924,0.0001808139,0.0004898297,0.0001713114,0.00007321559,0.0000493339,0.0001380412,0.00009099418,0.00173029],"category_scores_gemma":[0.0001013017,0.0001815958,0.00005105936,0.0001273517,0.0001047649,0.0001750217,0.00005872889,0.0001688345,0.0008484057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000173281,"about_ca_system_score_gemma":0.00001499266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004090989,"about_ca_topic_score_gemma":0.0000037662,"domain_scores_codex":[0.9986808,0.000009997359,0.00047917,0.0003711882,0.00002742935,0.0004314103],"domain_scores_gemma":[0.9992273,0.00008367849,0.0001983203,0.0002504567,0.00001181407,0.0002284699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008492913,0.0001871957,0.7900899,0.0001305875,0.0002052374,0.00001871714,0.001109514,0.0000344012,0.001696195,0.1551532,0.01971621,0.03157393],"study_design_scores_gemma":[0.005745858,0.0005945344,0.1188732,0.00009895465,0.00004921549,0.00003963403,0.0001456067,0.008742983,0.0001488905,0.01431423,0.850757,0.0004898893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8384747,0.002592059,0.0003020118,0.003381187,0.000382799,0.0002899352,0.0001301704,0.00003978549,0.1544074],"genre_scores_gemma":[0.9896843,0.0008231587,0.0001921666,0.005741323,0.000296222,0.00001238288,0.00003049802,0.00003051481,0.003189446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8310408,"threshold_uncertainty_score":0.9999295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277360165802174,"score_gpt":0.3183752449112434,"score_spread":0.190639228331026,"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."}}