{"id":"W4281978943","doi":"10.1056/nejmp2200601","title":"Perverse Incentives — HIV Prevention and the 340B Drug Pricing Program","year":2022,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Incentive; Drug pricing; Quarter (Canadian coin); Drug; Business; Medicine; Actuarial science; Economics; Family medicine; Pharmacology; Microeconomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005823313,0.0002679185,0.0004943185,0.0009053784,0.001270386,0.003014193,0.0009374213,0.003867924,0.01814867],"category_scores_gemma":[0.02338681,0.0003097125,0.0004067772,0.0008040239,0.002302588,0.002142821,0.002575506,0.003199931,0.0009433905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003213045,"about_ca_system_score_gemma":0.005261938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01155005,"about_ca_topic_score_gemma":0.009307933,"domain_scores_codex":[0.9963956,0.00214952,0.00005552656,0.000165766,0.0005514567,0.000682067],"domain_scores_gemma":[0.9857245,0.008585293,0.001988022,0.0005849891,0.0009232859,0.002193938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0007217702,0.000828654,0.02614685,0.000141204,0.0001051972,0.0002241965,0.0002623161,0.01270593,0.0004597578,0.8012194,0.05516481,0.1020199],"study_design_scores_gemma":[0.001290767,0.0009206806,0.063224,0.0005187201,0.0001312607,0.0004947513,0.0006546915,0.05024769,0.000781133,0.7548771,0.1266982,0.000160967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3390649,0.009564749,0.01914349,0.2496481,0.001043857,0.0004204337,0.001800778,0.0005279234,0.3787857],"genre_scores_gemma":[0.9663137,0.00115246,0.001717543,0.01034632,0.0003275272,0.00009552696,0.0001236645,0.00002590268,0.01989739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01814867,"threshold_uncertainty_score":0.06071329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03581128909195185,"score_gpt":0.292668399218413,"score_spread":0.2568571101264611,"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."}}