{"id":"W3020723927","doi":"10.1111/jch.13867","title":"Blood pressure measurement device selection in low‐resource settings: Challenges, compromises, and routes to progress","year":2020,"lang":"en","type":"review","venue":"Journal of Clinical Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Procurement; Blood pressure; Risk analysis (engineering); Quality (philosophy); Resource (disambiguation); Intensive care medicine; Disease; Internal medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01104279,0.0006989491,0.002505406,0.001760678,0.0005448408,0.003458702,0.001934843,0.002130281,0.005660794],"category_scores_gemma":[0.02576345,0.0004721304,0.00182258,0.002143454,0.0009976712,0.003409612,0.00133721,0.002314123,0.001759856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127761,"about_ca_system_score_gemma":0.005582961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964852,"about_ca_topic_score_gemma":0.004539718,"domain_scores_codex":[0.9934901,0.002619963,0.001540823,0.0004650385,0.001647519,0.0002365334],"domain_scores_gemma":[0.9803993,0.01506957,0.001523233,0.0003070822,0.002496502,0.0002044015],"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":[0.0001604005,0.00008367855,0.0009398166,0.09182554,0.0003038808,0.0002464289,0.0003883453,0.000220944,0.0004221447,0.005846362,0.02080686,0.8787556],"study_design_scores_gemma":[0.00008486273,0.0003289243,0.002923308,0.1574251,0.001233803,0.002261027,0.001261677,0.0002572508,0.0007240162,0.004608986,0.8288078,0.00008318706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000311752,0.9955277,0.0003390316,0.002189517,0.000251116,0.00002872138,0.00004030915,0.000007310774,0.001304575],"genre_scores_gemma":[0.002626056,0.994715,0.001104244,0.0009708859,0.0001725071,0.00004784753,0.00004732406,0.000005740956,0.000310303],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01104279,"threshold_uncertainty_score":0.05840057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2059690268321738,"score_gpt":0.3940767810707841,"score_spread":0.1881077542386103,"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."}}