{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002451457,0.00008138573,0.0003422168,0.0001398917,0.0001507868,0.00002253961,0.0001713383,0.00001389085,0.0006445148],"category_scores_gemma":[0.0001568177,0.00005737608,0.00007404944,0.0001156419,0.0001274943,0.0001115711,0.00007672634,0.0003406896,0.000006016315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005779704,"about_ca_system_score_gemma":0.00003614033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008427166,"about_ca_topic_score_gemma":0.000007546646,"domain_scores_codex":[0.9990522,0.00007568715,0.0005679508,0.0001073842,0.00005364311,0.0001431329],"domain_scores_gemma":[0.9990942,0.0001519921,0.0005226722,0.00008886496,0.00001851907,0.0001237842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002076363,0.0003982873,0.03795536,0.0000816773,0.0005130915,0.0000524281,0.02305594,0.0007503165,0.00004017412,0.4128346,0.06967008,0.4525716],"study_design_scores_gemma":[0.03930626,0.0003871311,0.003564776,0.00002915817,0.00004075584,0.0001814761,0.0006265579,0.00378421,0.000006622171,0.07329102,0.8786804,0.0001016005],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.868111,0.01542236,0.0004989026,0.09654725,0.001134387,0.0004149435,0.00001745569,0.00001393964,0.01783983],"genre_scores_gemma":[0.9944769,0.00151153,0.0001736948,0.001274177,0.001253743,0.000005901532,0.000002568208,0.000009273926,0.001292268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8090103,"threshold_uncertainty_score":0.7056985,"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."}}