{"id":"W4310942115","doi":"10.1038/s41371-022-00747-0","title":"The urgency to regulate validation of automated blood pressure measuring devices: a policy statement and call to action from the world hypertension league","year":2022,"lang":"en","type":"review","venue":"Journal of Human Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Hypertension Canada; Centre for Advancing Health Outcomes; University of Calgary; University of Alberta","funders":"High Blood Pressure Research Council of Australia; National Institute for Health and Care Research; Hypertension Canada; International Society of Hypertension","keywords":"Medicine; Statement (logic); Action (physics); Call to action; Blood pressure; League; Intensive care medicine; Internal medicine; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001611878,0.0005142976,0.002582817,0.0006604673,0.0008949438,0.0000822493,0.0003793511,0.000168547,0.00005347021],"category_scores_gemma":[0.0006269006,0.0002621553,0.0005503371,0.0007659975,0.00007348176,0.0001367542,0.0004648437,0.000837201,0.000005785028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006213559,"about_ca_system_score_gemma":0.000328121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000448413,"about_ca_topic_score_gemma":0.0002005668,"domain_scores_codex":[0.9953269,0.0006363878,0.001945345,0.0004657283,0.001250653,0.0003749423],"domain_scores_gemma":[0.9954896,0.0009991208,0.001567546,0.0007398606,0.0009117841,0.000292093],"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":[0.001203953,0.001336422,0.0002211559,0.009037492,0.02055959,0.0009201424,0.002329537,0.0001731213,0.01750586,0.00007778306,0.2599972,0.6866378],"study_design_scores_gemma":[0.0008808891,0.0007073889,0.0009381452,0.0104122,0.02341085,0.0009177829,0.000273817,0.00002439945,0.0003300645,0.00001961373,0.9618112,0.0002736259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01499662,0.9795314,0.000002592653,0.003327316,0.000552594,0.001431574,0.00003457516,0.00005974917,0.00006354362],"genre_scores_gemma":[0.01639589,0.9796566,0.0002360903,0.001866103,0.0009630621,0.00004695522,0.00004062536,0.0001025221,0.0006921376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7018141,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1678835066838788,"score_gpt":0.3694062593113616,"score_spread":0.2015227526274828,"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."}}