{"id":"W3092186848","doi":"10.1111/jch.14058","title":"Weak and fragmented regulatory frameworks on the accuracy of blood pressure‐measuring devices pose a major impediment for the implementation of HEARTS in the Americas","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Latin Americans; Procurement; Developing country; Legislation; Promotion (chess); The Internet; Economic growth; Business; Marketing; Political science; Law; Economics","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":[0.002169046,0.0001300986,0.0007904993,0.00004521542,0.0001024768,0.00001258562,0.0001596498,0.0001206586,0.00001746485],"category_scores_gemma":[0.001984147,0.0000531913,0.0002709451,0.0001441298,0.0001559366,0.00006623329,0.00007373644,0.0006823181,3.531286e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001519793,"about_ca_system_score_gemma":0.0000731078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003339944,"about_ca_topic_score_gemma":0.000008379694,"domain_scores_codex":[0.997573,0.0002969072,0.00126703,0.0001576559,0.0005655935,0.0001398331],"domain_scores_gemma":[0.9917818,0.006430873,0.000979703,0.0002501936,0.0004797142,0.00007773381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03546144,0.008640971,0.3158428,0.002633987,0.02834271,0.0004202843,0.02384521,0.0002836117,0.1132693,0.001670483,0.2076811,0.2619081],"study_design_scores_gemma":[0.01279285,0.008636054,0.8892418,0.001674785,0.01670682,0.0003217077,0.02089077,0.00128251,0.0101687,0.0002788476,0.03778266,0.0002225402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9115685,0.01520989,0.00003432348,0.07228418,0.0001720759,0.0007026992,0.000005341049,0.000003676558,0.00001932198],"genre_scores_gemma":[0.9802737,0.001361284,0.000356259,0.01757927,0.0004053332,0.000008501527,7.214152e-7,0.00001131209,0.000003607811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5733989,"threshold_uncertainty_score":0.2964371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.120959486616361,"score_gpt":0.396263987773154,"score_spread":0.2753045011567931,"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."}}