{"id":"W112126374","doi":"10.1016/j.jacc.2013.08.1665","title":"Polypills","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"Wellcome Trust","keywords":"Polypill; Medicine; Essential medicines; Secondary prevention; Formulary; Psychological intervention; Intensive care medicine; Alternative medicine; Pharmacy; Family medicine; Traditional medicine; Environmental health; Public health; Internal medicine; Nursing","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":[0.0007821255,0.00008019085,0.0008004901,0.0001359116,0.00003469082,0.000004027809,0.0004524119,0.00003171411,0.00002429916],"category_scores_gemma":[0.0002802561,0.00006300821,0.0003954741,0.000183662,0.0003113279,0.00004716531,0.00007482106,0.0001703265,0.00002915903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004698969,"about_ca_system_score_gemma":0.00003552128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001126682,"about_ca_topic_score_gemma":9.867109e-7,"domain_scores_codex":[0.9989583,0.00007369973,0.000676925,0.00009267523,0.00002427399,0.000174113],"domain_scores_gemma":[0.998135,0.0001671891,0.001331165,0.0002447493,0.00004460023,0.00007725667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000265923,0.00005371437,0.206841,0.00002740611,0.0007513974,0.00001315137,0.00005460673,0.002673382,0.0009251825,0.7282733,0.05756035,0.002560572],"study_design_scores_gemma":[0.0008245827,0.0004530605,0.08356948,0.00001187606,0.00003015042,0.0003232964,0.00004067799,0.0006531541,0.0004488567,0.0862022,0.8272744,0.0001682403],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312603,0.0007418484,0.001776113,0.01165278,0.001267866,0.00007700001,0.0001768553,0.000003621426,0.05304357],"genre_scores_gemma":[0.9966834,0.0002115102,0.0003136143,0.002091591,0.0005242206,7.10696e-7,1.001077e-7,0.000009932011,0.0001649794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7697141,"threshold_uncertainty_score":0.25694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730346569307483,"score_gpt":0.2675333290834191,"score_spread":0.2402298633903443,"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."}}