{"id":"W3089392505","doi":"10.1111/jch.14065","title":"How to check whether a blood pressure monitor has been properly validated for accuracy","year":2020,"lang":"en","type":"review","venue":"Journal of Clinical Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary; University of Alberta","funders":"British Heart Foundation; Novo Nordisk Fonden; Vital Strategies; Heart and Stroke Foundation of British Columbia and Yukon","keywords":"Medicine; Blood pressure; Intensive care medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04600753,0.0007885965,0.001363626,0.005629461,0.002257491,0.004562219,0.002126555,0.006329816,0.02343348],"category_scores_gemma":[0.2154538,0.0007901212,0.001425498,0.002406052,0.002020032,0.009592163,0.001875037,0.00247889,0.03702953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001319435,"about_ca_system_score_gemma":0.005770707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00880439,"about_ca_topic_score_gemma":0.009176245,"domain_scores_codex":[0.956858,0.017635,0.009056273,0.001848996,0.01362957,0.0009720786],"domain_scores_gemma":[0.8060189,0.08908634,0.01964546,0.0132376,0.0669037,0.005107931],"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":[0.0005890743,0.0006215685,0.05253563,0.003253903,0.0001076907,0.001168228,0.004238026,0.0002305634,0.004251545,0.003430841,0.4303117,0.4992613],"study_design_scores_gemma":[0.000299882,0.001134293,0.1119044,0.01375262,0.0003939961,0.004585499,0.00933382,0.001867732,0.0158296,0.01271721,0.827672,0.0005089113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1310896,0.05267219,0.1102268,0.401485,0.01967879,0.01122501,0.01491359,0.009977987,0.248731],"genre_scores_gemma":[0.321357,0.04645183,0.4589081,0.07822107,0.008164361,0.005676363,0.009019815,0.002585499,0.06961593],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04600753,"threshold_uncertainty_score":0.243314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3247647955255542,"score_gpt":0.4399689772625918,"score_spread":0.1152041817370376,"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."}}