{"id":"W4401843585","doi":"10.1038/s41371-024-00948-9","title":"Validation of combiomed hipermax-BF model A7101 automatic oscillometric upper-arm sphygmomanometer in general population: AAMI/ESH/ISO universal standard (ISO 81060-2:2018/Amd 1:2020)","year":2024,"lang":"en","type":"article","venue":"Journal of Human Hypertension","topic":"Blood Pressure and Hypertension Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sphygmomanometer; Medicine; Circumference; Standard deviation; Blood pressure; Cuff; Population; Diastole; Cardiology; Gold standard (test); Mean value; Internal medicine; Surgery; Statistics; Mathematics","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":[0.01416009,0.0006805566,0.0007963129,0.001145176,0.00045223,0.0008696313,0.001075684,0.0009335094,0.0009115092],"category_scores_gemma":[0.01645271,0.0003264622,0.0006168846,0.0007431219,0.0005265882,0.0003933438,0.0007619584,0.0003876433,0.0009381554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005298839,"about_ca_system_score_gemma":0.001069934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007412611,"about_ca_topic_score_gemma":0.007796215,"domain_scores_codex":[0.987901,0.005664655,0.000952524,0.00184808,0.003331379,0.0003023841],"domain_scores_gemma":[0.991034,0.002093602,0.001225789,0.0009498273,0.004392648,0.0003041301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001941241,0.0007496726,0.9148008,0.0006853536,0.0003166637,0.0002243014,0.001229437,0.0007854921,0.01609107,0.0002995722,0.002354805,0.06052156],"study_design_scores_gemma":[0.0001627042,0.002295279,0.9742728,0.000302338,0.0003298199,0.0008919211,0.0008007731,0.005302748,0.00739101,0.0001339749,0.00807866,0.00003797164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735429,0.002553321,0.01495006,0.0002577515,0.0003073978,0.0006654283,0.001855298,0.0002312509,0.005636567],"genre_scores_gemma":[0.9844633,0.0005320592,0.01088321,0.000279782,0.00006370159,0.0004513494,0.00198369,0.00005007444,0.001292857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01416009,"threshold_uncertainty_score":0.07488656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03962345705480079,"score_gpt":0.2890058922397154,"score_spread":0.2493824351849146,"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."}}