{"id":"W4391820163","doi":"10.21203/rs.3.rs-3883748/v1","title":"Validation of Combiomed Hipermax-BF model A7101 automatic oscillometric arm sphygmomanometer in general population: AAMI/ESH/ISO Universal Standard (ISO 81060-2:2018)","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Cardiovascular and exercise physiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"University of Tasmania; Pan American Health Organization; University of Alberta","keywords":"Sphygmomanometer; Medicine; Internal medicine; Blood pressure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004693218,0.0006724253,0.0006031527,0.0008082973,0.0004013767,0.0008155735,0.001019008,0.001328472,0.003083216],"category_scores_gemma":[0.006599012,0.0002963349,0.0005555739,0.0006566684,0.0004875893,0.0004391621,0.0008528453,0.0003732679,0.002450877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002430951,"about_ca_system_score_gemma":0.0006637425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033007,"about_ca_topic_score_gemma":0.002636226,"domain_scores_codex":[0.9954129,0.001443278,0.0003651272,0.001062791,0.001581714,0.0001341723],"domain_scores_gemma":[0.9970143,0.0008895354,0.0002183647,0.0004039525,0.001359493,0.0001144035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005622314,0.00183109,0.6574011,0.001298205,0.000928239,0.0003224135,0.001710135,0.003595818,0.09310109,0.00122396,0.01446357,0.218502],"study_design_scores_gemma":[0.0006131623,0.002926583,0.9437335,0.0002490136,0.0007272718,0.001065445,0.0004912459,0.01647075,0.0185247,0.0005910276,0.01453327,0.00007399554],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084555,0.001295267,0.06645309,0.0004123274,0.0006822693,0.0008235746,0.009380198,0.001233981,0.01126381],"genre_scores_gemma":[0.9460068,0.0004677359,0.03745052,0.0007225265,0.0002035835,0.001059212,0.008845111,0.0002055308,0.005039153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004693218,"threshold_uncertainty_score":0.02482045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05680835804145038,"score_gpt":0.3729352909758131,"score_spread":0.3161269329343627,"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."}}