{"id":"W2889779412","doi":"10.3390/diagnostics8030065","title":"Hypertension Assessment via ECG and PPG Signals: An Evaluation Using MIMIC Database","year":2018,"lang":"en","type":"article","venue":"Diagnostics","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Natural Science Foundation of China","keywords":"Photoplethysmogram; Prehypertension; Blood pressure; Medicine; Cardiology; 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":[0.001238692,0.0009386069,0.001242903,0.001477677,0.0001979457,0.0008675878,0.0008301764,0.0009524736,0.0009258006],"category_scores_gemma":[0.002677255,0.0001635472,0.000512191,0.0006644213,0.0001998362,0.0007462821,0.000722014,0.0003247113,0.0007172532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002987714,"about_ca_system_score_gemma":0.000314254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003531972,"about_ca_topic_score_gemma":0.003721461,"domain_scores_codex":[0.9988458,0.0002257326,0.0001803994,0.0002709484,0.0004166666,0.00006045538],"domain_scores_gemma":[0.9991224,0.0002778361,0.00006808829,0.0001415671,0.0002769877,0.0001129523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.008759063,0.00414817,0.1253837,0.001634266,0.001409372,0.003227131,0.0003224188,0.0196843,0.05365079,0.0005887144,0.02659263,0.7545995],"study_design_scores_gemma":[0.0008635254,0.004793128,0.424196,0.0001031084,0.0009293096,0.004921071,0.0007614729,0.5278543,0.02512941,0.0006833116,0.009569746,0.0001956341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704989,0.002419727,0.01516159,0.0002762458,0.0003036746,0.0004596775,0.00597938,0.002655575,0.002245284],"genre_scores_gemma":[0.94525,0.001761961,0.02201453,0.0002473768,0.0001821699,0.000267283,0.02816225,0.00004907999,0.002065392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003531972,"threshold_uncertainty_score":0.007022798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0603115308650387,"score_gpt":0.3169140276951795,"score_spread":0.2566024968301407,"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."}}