{"id":"W4387409163","doi":"10.1016/j.cjco.2023.10.001","title":"Validity of Home Blood Pressure Devices Sold in Canada","year":2023,"lang":"en","type":"article","venue":"CJC Open","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Blood pressure; Medicine; Pharmacy; Medical emergency; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002097022,0.00007871776,0.0005282442,0.00004860668,0.00003457497,0.000009822428,0.0001928963,0.00003490573,0.0001278725],"category_scores_gemma":[0.00004914897,0.00006188413,0.00002550231,0.0002510819,0.00001988144,0.00005971156,0.0003143558,0.00009718022,0.00001545328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004303672,"about_ca_system_score_gemma":0.0004324156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6783689,"about_ca_topic_score_gemma":0.7851695,"domain_scores_codex":[0.9992536,0.00003355837,0.0001865659,0.0001650134,0.0001944578,0.0001668512],"domain_scores_gemma":[0.999467,0.0001092579,0.00004881207,0.0002419024,0.00007590637,0.00005709489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001042094,0.0001468684,0.6913399,0.0004868105,0.0009360762,0.0006040609,0.0005165971,0.00001327377,0.001675605,0.00009119238,0.3026394,0.001446027],"study_design_scores_gemma":[0.001949428,0.00008431592,0.806923,0.0002130978,0.001353029,0.00001942067,0.0006739309,0.00004652665,0.004609838,0.00008118317,0.1839131,0.0001331169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793708,0.004473927,1.561599e-7,0.003213063,0.0002158191,0.0005105297,0.00004908228,0.00002577571,0.01214082],"genre_scores_gemma":[0.9960209,0.0001455736,0.00004558958,0.00115869,0.00004675607,0.00001926709,0.00001071602,0.000009553329,0.002542921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187263,"threshold_uncertainty_score":0.3237728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06672837250461172,"score_gpt":0.3007196392740775,"score_spread":0.2339912667694658,"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."}}