{"id":"W2901687371","doi":"10.2196/11606","title":"The Current State of Mobile Phone Apps for Monitoring Heart Rate, Heart Rate Variability, and Atrial Fibrillation: Narrative Review","year":2018,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":165,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Mobile phone; Atrial fibrillation; Checklist; Medicine; Phone; Mobile device; Narrative review; Computer science; Cardiology; Intensive care medicine; Psychology; Telecommunications; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003742476,0.0006044604,0.002214244,0.0001221057,0.0005292027,0.00007512899,0.0001784186,0.0001469977,0.000002573107],"category_scores_gemma":[0.000254303,0.0004545497,0.0003383438,0.0004772448,0.00016961,0.0001630053,0.0001071491,0.00058207,0.000007398259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312378,"about_ca_system_score_gemma":0.0007071758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001446562,"about_ca_topic_score_gemma":0.000004603269,"domain_scores_codex":[0.9959245,0.0007561546,0.001664387,0.0006210892,0.0002513866,0.0007824725],"domain_scores_gemma":[0.9960973,0.002124299,0.0005527284,0.0005205027,0.0002380774,0.0004670472],"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":[0.00003494885,0.000006564483,0.00004784231,0.2365282,0.00005958455,2.248481e-7,0.0002463071,0.00001553852,0.000003386128,0.000007991177,0.001703803,0.7613456],"study_design_scores_gemma":[0.0004110932,0.0003528996,0.0001358036,0.03357978,0.0002703485,0.00001270942,0.00002033969,0.00003305055,0.00001026597,0.0002562474,0.9645082,0.0004093006],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001222423,0.9890868,0.0001011092,0.00008831124,0.003015732,0.006187284,0.0001823024,0.00009963583,0.00001637523],"genre_scores_gemma":[0.0005522235,0.9949812,0.0003668383,0.00001329285,0.003263067,0.0006634872,0.00004399018,0.00009832179,0.00001752482],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9628044,"threshold_uncertainty_score":0.9997906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653775774073366,"score_gpt":0.4022831307164938,"score_spread":0.3357453729757601,"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."}}