{"id":"W4210738545","doi":"10.1093/eurheartj/ehac029","title":"A polypill for cardiovascular disease prevention with a focus on non-alcohol steatohepatitis","year":2022,"lang":"en","type":"letter","venue":"European Heart Journal","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Wellcome Trust","keywords":"Medicine; Polypill; Steatohepatitis; Disease; Alcohol; Disease prevention; Pharmacology; Fatty liver; Internal medicine; Environmental health; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.0007201616,0.0002856884,0.0005145735,0.0001950933,0.0003142758,0.00007250199,0.0002153451,0.00006422411,0.002165104],"category_scores_gemma":[0.00008705282,0.0002253784,0.000928536,0.0001452796,0.00004881244,0.00006490544,0.00004097779,0.001947391,0.0005400666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001434862,"about_ca_system_score_gemma":0.00045052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005833363,"about_ca_topic_score_gemma":1.833592e-7,"domain_scores_codex":[0.9972331,0.000457755,0.0003556929,0.000449112,0.001127456,0.0003769181],"domain_scores_gemma":[0.9984915,0.00005829572,0.0002327299,0.0007328222,0.0001459312,0.0003387806],"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":[0.0003648501,0.00007453864,0.0008683662,0.0001731261,0.0007424427,0.003494613,0.00003464258,0.00001636099,0.000004199709,0.000003755503,0.9893195,0.004903591],"study_design_scores_gemma":[0.002375934,0.001928307,0.006311667,0.001194068,0.000845182,0.001620403,0.00001724726,0.00003602718,0.000005211682,0.00005517567,0.9853616,0.0002492255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005122678,0.005326747,0.01365104,0.943213,0.001749565,0.004443401,0.0002072643,0.0001730793,0.02611318],"genre_scores_gemma":[0.02571119,0.0008002875,0.003645803,0.8399509,0.02358056,0.0004885509,0.0007501036,0.0004888897,0.1045838],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1032622,"threshold_uncertainty_score":0.9987471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07891708161658911,"score_gpt":0.314598230839035,"score_spread":0.2356811492224459,"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."}}